@inproceedings{Bhmnn2014,
  author = {Buhmann, Joachim M. and Gronskiy, Alexey and Szpankowski, Wojciech},
  title = {{F}ree {E}nergy {R}ates for a {C}lass of {V}ery {N}oisy {O}ptimization {P}roblems},
  booktitle = {Proceedings of the 25th International Conference on Probabilistic, Combinatorial and Asymptotic Methods for the Analysis of Algorithms},
  publisher = {LORIA},
  year = {2014},
  volume = {BA},
  pages = {61--72}
}

@inproceedings{Bldzz2014,
  author = {Balduzzi, David},
  title = {{C}ortical prediction markets},
  publisher = {FAAMAS},
  year = {2014},
  volume = {13},
  pages = {1265--1272}
}

@article{Brdrsn2014,
  author = {Brodersen, Kay H. and Deserno, Lorenz and Schlagenhauf, Florian and Lin, Zhihao and Penny, Will D. and Buhmann, Joachim M. and Stephan, Klaas E.},
  title = {{D}issecting psychiatric spectrum disorders by generative embedding},
  journal = {Neuroimage Clinical},
  year = {2014},
  volume = {4},
  pages = {98--111}
}

@inproceedings{D2014,
  author = {D. Mahapatra, P. Schueffler, J. Tielbeek, C. Puylaert, J. Makanyanga, A. Menys, R. Andriantsimiavona, J. Stoker, S. Taylor, F.M. Vos, J.M. Buhmann},
  title = {{C}ombining {M}ultiple {E}xpert {A}nnotations {U}sing {S}emi-{S}upervised {L}earning {A}nd {G}raph {C}uts {F}or {C}rohn{\textquoteright}s {D}isease {S}egmentation},
  year = {2014}
}

@phdthesis{Floros2014,
  author = {Floros, Xenofon},
  title = {{E}xploiting model structure for efficient hybrid dynamical systems simulation},
  year = {2014}
}

@inproceedings{Flrs2014,
  author = {Floros, Xenofon and Bergero, Federico and Ceriani, Nicola and Casella, Francesco and Kofmann, Ernesto and Cellier, Fran{\c{c}}ois E.},
  title = {{S}imulation of {S}mart-{G}rid {M}odels using {Q}uantization-{B}ased {I}ntegration {M}ethods},
  year = {2014}
}

@article{Gmz2014,
  author = {Gomez-Rodriguez, Manuel and Leskovec, Jure and Balduzzi, David and Sch{\"{o}}lkopf, Bernhard},
  title = {{U}ncovering the {S}tructure and {T}emporal {D}ynamics of {I}nformation {P}ropagation},
  journal = {Network science},
  year = {2014},
  volume = {2},
  number = {1},
  pages = {26--65}
}

@inproceedings{Grnsky2014,
  author = {Gronskiy, Alexey and Buhmann, Joachim M.},
  title = {{H}ow informative are {M}inimum {S}panning {T}ree algorithms?},
  booktitle = {2014 IEEE International Symposium on Information Theory (ISIT)},
  publisher = {IEEE},
  year = {2014},
  pages = {2277--2281}
}

@article{Gsn2014,
  author = {Giesen, Charlotte and Wang, Hao A.O. and Schapiro, Denis and Zivanovic, Nevena and Jacobs, Andrea and Hattendorf, Bodo and Sch{\"{u}}ffler, Peter J. and Grolimund, Daniel and Buhmann, Joachim M. and Brandt, Simone and Varga, Zsuzsanna and Wild, Peter J. and G{\"{u}}nther, Detlef and Bodenmiller, Bernd},
  title = {{H}ighly multiplexed imaging of tumor tissues with subcellular resolution by mass cytometry},
  journal = {Nature Methods},
  year = {2014},
  volume = {11},
  number = {4},
  pages = {417--422}
}

@inproceedings{Laptev2014,
  author = {Laptev, Dmitry and Buhmann, Joachim M.},
  title = {{C}onvolutional {D}ecision {T}rees for {F}eature {L}earning and {S}egmentation},
  booktitle = {Pattern Recognition : 36th German Conference, GCPR 2014, M{\"{u}}nster, Germany, September 2-5, 2014, Proceedings},
  publisher = {Springer International Publishing},
  year = {2014},
  volume = {8753},
  pages = {95--106}
}

@inproceedings{Laptev2014a,
  author = {Laptev, Dmitry and Buhmann, Joachim M.},
  title = {{S}uper{S}licing {F}rame {R}estoration for {A}nisotropic ss{T}{E}{M} and {V}ideo {D}ata},
  booktitle = {Challenges in Machine Learning Volume 11: Connectomics (ECML 2014)},
  publisher = {JMLR},
  year = {2014}
}

@inproceedings{Laptev2014b,
  author = {Laptev, Dmitry and Tikhonov, Alexey and Serdyukov, Pavel and Gusev, Gleb},
  title = {{P}arameter-{F}ree {D}iscovery and {R}ecommendation of {A}reas-of-{I}nterest},
  booktitle = {Proceedings of the 22nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems},
  publisher = {ACM},
  year = {2014},
  pages = {113--122}
}

@inproceedings{Lptv2014,
  author = {Laptev, Dmitry and Vezhnevets, Alexander and Buhman, Joachim M.},
  title = {{S}uper{S}licing {F}rame {R}estoration for {A}nisotropic ss{T}{E}{M}},
  year = {2014},
  pages = {1198--1201}
}

@article{Mahapatra2014,
  author = {Mahapatra, Dwarikanath and Buhmann, Joachim M.},
  title = {{P}rostate {M}{R}{I} {S}egmentation {U}sing {L}earned {S}emantic {K}nowledge and {G}raph {C}uts},
  journal = {IEEE transactions on biomedical engineering},
  year = {2014},
  volume = {61},
  number = {3},
  pages = {756--764}
}

@inproceedings{McWllms2014,
  author = {McWilliams, Brian and Krummenacher, Gabriel and Lucic, Mario and Buhmann, Joachim M.},
  title = {{F}ast and {R}obust {L}east {S}quares {E}stimation in {C}orrupted {L}inear {M}odels},
  publisher = {MIT Press, 1989-},
  year = {2014},
  volume = {27}
}

@inproceedings{Mhptr2014,
  author = {Mahapatra, Dwarikanath and Sch{\"{u}}ffler, Peter J. and Tielbeek, Jeroen A. W. and Makanyanga, Jesica C. and Stoker, Jaap and Taylor, Stuart A. and Vos, Franciscus M. and Buhmann, Joachim M.},
  title = {{A}ctive learning based segmentation of {C}rohn's disease using principles of visual saliency},
  booktitle = {2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI)},
  publisher = {IEEE},
  year = {2014},
  pages = {226--229}
}

@article{Mthys2014,
  author = {Mathys, Christoph D. and Lomakina, Ekaterina L. and Daunizeau, Jean and Iglesias, Sandra and Brodersen, Kay H. and Friston, Karl J. and Stephan, Klaas E.},
  title = {{U}ncertainty in perception and the {H}ierarchical {G}aussian {F}ilter},
  journal = {Frontiers in Human Neuroscience},
  year = {2014},
  volume = {8},
  pages = {825--}
}

@inproceedings{PJ2014,
  author = {P.J. Sch{\"{u}}ffler, D. Mahapatra,J.A.W. Tielbeek,F.M. Vos,J. Makanyanga,D.A. Pends{\'{e}},C.Y. Nio,J. Stoker,S.A. Taylor,J.M. Buhmann},
  title = {{S}emi {A}utomatic {C}rohn{\textquoteright}s {D}isease {S}everity {A}ssessment on {M}{R} {I}maging},
  year = {2014}
}

@article{Rchstnr2014,
  author = {Rechsteiner, Markus P. and Floros, Xenofon and Boehm, Bernhard O. and Marselli, Lorella and Marchetti, Piero and Stoffel, Markus and Moch, Holger and Spinas, Giatgen A.},
  title = {{A}utomated {A}ssessment of Beta-{C}ell {A}rea and {D}ensity per {I}slet and {P}atient {U}sing {T}{M}{E}{M}27 and {B}{A}{C}{E}2 {I}mmunofluorescence {S}taining in {H}uman {P}ancreatic Beta-{C}ells},
  journal = {PLoS ONE},
  year = {2014},
  volume = {9},
  number = {6},
  pages = {e98932--}
}

@inproceedings{Schfflr2014,
  author = {Sch{\"{u}}ffler, Peter J. and Schapiro, D. and Giesen, C. and Wang, H.A.O. and Bodenmiller, B. and Buhmann, Joachim M.},
  title = {{S}ingle {C}ell {S}egmentation with {W}atersheds on {H}ighly {M}ultiplexed {I}mages},
  booktitle = {Proceedings of the 12th European Congress on Digital Pathology},
  publisher = {12th European Congress on Digital Pathology},
  year = {2014}
}

@phdthesis{Schuffler2014,
  author = {Sch{\"{u}}ffler, Peter J.},
  title = {{M}achine learning approaches for structure analysis in medical image data},
  year = {2014}
}

@inproceedings{Schuffler2014a,
  author = {Sch{\"{u}}ffler, Peter J. and Mahapatra, Dwarikanath and Vos, Franciscus M. and Buhmann, Joachim M.},
  title = {{C}omputer {A}ided {C}rohn's {D}isease {S}everity {A}ssessment in {M}{R}{I}},
  publisher = {VIGOR++ Workshop 2014 - Showcase of Research Outcomes and Future Outlook},
  year = {2014}
}

@article{Strch2014,
  author = {Streich, A.P. and Buhmann, J.M.},
  title = {{A}symptotic analysis of estimators on multi-label data},
  journal = {Machine learning},
  year = {2014}
}

@phdthesis{Wlff2014,
  author = {Wulff, Sharon},
  title = {{C}onvex optimization as a building block for difficult problems in machine learning},
  year = {2014}
}

@inproceedings{Zh2014,
  author = {Zhou, Guangyao and Geman, Stuart and Buhmann, Joachim M.},
  title = {{S}parse feature selection by information theory},
  booktitle = {2014 IEEE International Symposium on Information Theory},
  publisher = {IEEE},
  year = {2014},
  pages = {926--930}
}

@article{jbgs:13,
  author = {D Janzing and D Balduzzi and Moritz Grosse-Wentrup and Bernhard Sch{\"o}lkopf},
  title = {Quantifying causal influences},
  journal = {Annals of Statistics},
  year = {2013},
  volume = {41},
  number = {5},
  pages = {2324-2358}
}

@incollection{JMB:SIMBAD-book:2013,
  author = {{Joachim M.} Buhmann},
  title = {SIMBAD: Emergence of Pattern Similarity},
  booktitle = {Similarity-Based Pattern Analysis and Recognition},
  publisher = {Springer Berlin / Heidelberg},
  year = {2013},
  pages = {45-64},
  url = {http://dx.doi.org/10.1007/978-1-4471-5628-4_3},
  doi = {10.1007/978-1-4471-5628-4_3}
}

@inproceedings{mbb:13,
  author = {Brian McWilliams and David Balduzzi and Joachim Buhmann},
  title = {Correlated random features for fast semi-supervised learning},
  booktitle = {Adv in Neural Information Processing Systems (NIPS)},
  year = {2013}
}

@incollection{muandet2013,
  author = {Krikamol Muandet and David Balduzzi and Bernhard Sch{\"o}lkopf},
  title = {Domain Generalization via Invariant Feature Representation},
  booktitle = {30th International Conference on Machine Learning (ICML)},
  year = {2013}
}

@incollection{raey,
  author = {Sch\"uffler, PeterJ. and Mahapatra, Dwarikanath and Tielbeek, Jeroen A.W. and Vos, Franciscus M. and Makanyanga, Jesica and Pends\'e, DougA. and Nio, C.Yung and Stoker, Jaap and Taylor, StuartA. and Buhmann, Joachim M.},
  title = {A Model Development Pipeline for Crohn’s Disease Severity Assessment from Magnetic Resonance Images},
  booktitle = {Abdominal Imaging. Computation and Clinical Applications},
  publisher = {Springer Berlin Heidelberg},
  year = {2013},
  volume = {8198},
  pages = {1-10},
  url = {http://dx.doi.org/10.1007/978-3-642-41083-3_1},
  doi = {10.1007/978-3-642-41083-3_1}
}

@article{Schueffler2013,
  author = {Sch\"uffler, Peter J and Fuchs, Thomas J and Ong, Cheng Soon and Wild, Peter J and Rupp Niels J and Buhmann, Joachim M},
  title = {{TMARKER: A free software toolkit for histopathological cell counting and staining estimation}},
  journal = {Journal of Pathology Informatics},
  year = {2013},
  volume = {4},
  number = {2},
  pages = {2},
  url = {http://www.jpathinformatics.org/article.asp?issn=2153-3539;year=2013;volume=4;issue=2;spage=2;epage=2;aulast=Sch%FCffler;t=6},
  doi = {10.4103/2153-3539.109804}
}

@article{6146452,
  author = {Sigg, C.D. and Dikk, T. and Buhmann, J.M.},
  title = {Speech Enhancement Using Generative Dictionary Learning},
  journal = {Audio, Speech, and Language Processing, IEEE Transactions on},
  year = {2012},
  volume = {20},
  number = {6},
  pages = {1698 -1712},
  doi = {10.1109/TASL.2012.2187194}
}

@article{6328247,
  author = {Sigg, C.D. and Dikk, T. and Buhmann, J.M.},
  title = {Learning Dictionaries With Bounded Self-Coherence},
  journal = {Signal Processing Letters, IEEE},
  year = {2012},
  volume = {19},
  number = {12},
  pages = {861 -864},
  doi = {10.1109/LSP.2012.2223757}
}

@incollection{balduzzi2012,
  author = {David Balduzzi and Michel Besserve},
  title = {Towards a learning-theoretic analysis of spike-timing dependent plasticity},
  booktitle = {Advances in Neural Information Processing Systems (NIPS) 25},
  year = {2012},
  pages = {2465--2473},
  url = {http://books.nips.cc/papers/files/nips25/NIPS2012_1182.pdf}
}

@inproceedings{balduzzi2012a,
  author = {David Balduzzi},
  title = {Regulating the information in spikes: a useful bias},
  booktitle = {NIPS Workshop on Information in Perception and Action},
  year = {2012}
}

@article{brodersen_decoding_2012,
  author = {Brodersen, Kay H. and Wiech, Katja and Lomakina, Ekaterina I. and Lin, Chia-shu and Buhmann, Joachim M. and Bingel, Ulrike and Ploner, Markus and Stephan, Klaas Enno and Tracey, Irene},
  title = {Decoding the perception of pain from {fMRI} using multivariate pattern analysis},
  journal = {{NeuroImage}},
  year = {2012},
  url = {http://www.sciencedirect.com/science/article/pii/S105381191200835X?v=s5},
  doi = {10.1016/j.neuroimage.2012.08.035}
}

@article{brodersen_mixed-effects_2012,
  author = {Brodersen, Kay H. and Mathys, Christoph and Chumbley, Justin R. and Daunizeau, Jean and Ong, {C.S.} and Buhmann, Joachim M. and Stephan, Klaas E.},
  title = {Mixed-effects inference on classification performance in hierarchical datasets},
  journal = {Journal of Machine Learning Research},
  year = {2012}
}

@article{DBLP:journals/jmlr/ChehreghaniBB12,
  author = {Morteza Haghir Chehreghani and Alberto Giovanni Busetto and Joachim M. Buhmann},
  title = {Information Theoretic Model Validation for Spectral Clustering},
  journal = {Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS) -Journal of Machine Learning Research},
  year = {2012},
  volume = {22},
  pages = {495-503}
}

@inproceedings{DL:AV:SD:JB:MICCAI:2012,
  author = {Dmitry Laptev and Alexander Vezhnevets and Sarvesh Dwivedi and Joachim M. Buhmann},
  title = {Anisotropic ssTEM Image Segmentation Using Dense Correspondence across Sections},
  booktitle = {MICCAI},
  year = {2012},
  pages = {323-330}
}

@inproceedings{floros_2012,
  author = {Federico Bergero and Xenofon Floros and Joaqu\'{i}n Fern\'{a}ndez and Ernesto Kofman and Fran\c{c}ois E. Cellier},
  title = {{Simulating Modelica models with a Stand--Alone Quantized State Systems Solver}},
  booktitle = {9th International Modelica Conference 2012, Munich, Germany},
  publisher = {Linköping University Electronic Press, Linköpings universitet},
  year = {2012},
  pages = {237-246},
  url = {https://modelica.org/events/modelica2012/Proceedings},
  doi = {10.3384/ecp12076237}
}

@inproceedings{Jaggi2012,
  author = {Jaggi, Martin and Lacoste-Julien, Simon and Schmidt, Mark and Pletscher, Patrick},
  title = {Block-Coordinate Frank-Wolfe for Structural SVMs},
  booktitle = {NIPS Workshop on Optimization for Machine Learning},
  year = {2012},
  url = {https://ml2.inf.ethz.ch/papers/2012/jaggi2012fwstruct.pdf}
}

@inproceedings{MahapatraABD2012,
  author = {Dwarikanath Mahapatra and Peter Sch\"uffler and Jeroen Tielbeek and Joachim M. Buhmann and Franciscus M. Vos},
  title = {A Supervised Learning Based Approach To Detect Crohn's Disease in Abdominal MR Volumes },
  booktitle = {Proceedings of the MICCAI Workshop on Computational and Clinical Applications in Abdominal Imaging, MICCAI-CCAAI, 2012},
  publisher = {Springer},
  year = {2012}
}

@incollection{ortega2012,
  author = {Pedro Ortega and Jordi Grau-Moya and Tim Genewein and David Balduzzi and Daniel Braun},
  title = {A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function},
  booktitle = {Advances in Neural Information Processing Systems (NIPS) 25},
  year = {2012},
  pages = {3014--3022},
  url = {http://books.nips.cc/papers/files/nips25/NIPS2012_1362.pdf}
}

@inproceedings{Pletscher2012a,
  author = {Pletscher, Patrick and Kohli, Pushmeet},
  title = {Learning low-order models for enforcing high-order statistics},
  booktitle = {Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics ({AISTATS}) 2012},
  publisher = {JMLR: W\&CP 22},
  year = {2012},
  pages = {886--894},
  url = {https://ml2.inf.ethz.ch/papers/2012/pletscher2012hol.pdf}
}

@inproceedings{Pletscher2012b,
  author = {Pletscher, Patrick and Ong, Cheng Soon},
  title = {Part \& Clamp: An efficient algorithm for structured output learning},
  booktitle = {Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics ({AISTATS}) 2012},
  publisher = {JMLR: W\&CP 22},
  year = {2012},
  pages = {877--885},
  url = {https://ml2.inf.ethz.ch/papers/2012/pletscher2012partclamp.pdf}
}

@inproceedings{Pletscher2012c,
  author = {Pletscher, Patrick and Wulff, Sharon},
  title = {{LPQP} for {MAP}: Putting {LP} Solvers to Better Use},
  booktitle = {ICML},
  year = {2012},
  url = {https://ml2.inf.ethz.ch/papers/2012/pletscher2012lpqp.pdf}
}

@inproceedings{rtg2012,
  author = {Ortega, Pedro and Grau-Moya, Jordi and Genewein, Tim and Balduzzi, David and Braun, Daniel},
  title = {{A} {N}onparametric {C}onjugate {P}rior {D}istribution for the {M}aximizing {A}rgument of a {N}oisy {F}unction},
  publisher = {MIT Press},
  year = {2012},
  volume = {25},
  pages = {3014--3022}
}

@inproceedings{vezhnevets12cvpra,
  author = {Alexander Vezhnevets and Joachim Buhmann and Vittorio Ferrari},
  title = {Active Learning for Semantic Segmentation with Expected Change},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) },
  year = {2012},
  url = {http://www.inf.ethz.ch/personal/vezhneva/Pubs/VezhnevetsCVPR2012a.pdf},
  doi = {http://doi.ieeecomputersociety.org/10.1109/CVPR.2012.6248050}
}

@inproceedings{vezhnevets12cvprb,
  author = {Alexander Vezhnevets and Vittorio Ferrari and Joachim Buhmann},
  title = {Weakly Supervised Structured Output Learning for Semantic Segmentation},
  booktitle = { Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) },
  year = {2012},
  url = {http://www.inf.ethz.ch/personal/vezhneva/Pubs/VezhnevetsCVPR2012b.pdf},
  doi = {http://doi.ieeecomputersociety.org/10.1109/CVPR.2012.6247757}
}

@article{,
  author = {Zhong, Qing and Busetto, Alberto Giovanni and Fededa, Juan P. and Buhmann, Joachim M. and Gerlich, Daniel W.},
  title = {Unsupervised modeling of cell morphology dynamics for time-lapse microscopy},
  journal = {Nature Methods},
  year = {2012},
  volume = {advance online publication},
  url = {http://www.nature.com/nmeth/journal/vaop/ncurrent/full/nmeth.2046.html},
  doi = {10.1038/nmeth.2046}
}

@inproceedings{AV:JB:DAGM:2011,
  author = {Vezhnevets, Alexander and Buhmann, Joachim M.},
  title = {Agnostic domain adaptation},
  booktitle = {Proceedings of the 33rd international conference on Pattern recognition},
  publisher = {Springer-Verlag},
  year = {2011},
  pages = {376--385},
  url = {http://dl.acm.org/citation.cfm?id=2039976.2040022}
}

@inproceedings{bicego2011,
  author = {Manuele Bicego and Aydin Ulas and Peter Sch\"uffler and Umberto Castellani and Vittorio Murino and Andrè Martins and Pedro Aguiar and Mario Figueiredo},
  title = {Renal Cancer Cell Classification Using Generative Embeddings and Information Theoretic Kernels},
  booktitle = {IAPR/PRIB},
  year = {2011}
}

@inproceedings{Bionetdet,
  author = {August E.~and Busch H.},
  title = {Biological Network Determination with Application to Keratinocyte Migration Control},
  booktitle = {The 8th International Workshop on Computational Systems Biology (WCSB 2011)},
  year = {2011}
}

@article{brodersen_generative_2011,
  author = {Brodersen, Kay H. and Schofield, Thomas M. and Leff, Alexander P. and Ong, Cheng Soon and Lomakina, Ekaterina I. and Buhmann, Joachim M. and Stephan, Klaas E.},
  title = {Generative Embedding for {Model-Based} Classification of {fMRI} Data},
  journal = {{PLoS} Comput Biol},
  year = {2011},
  volume = {7},
  number = {6},
  pages = {e1002079},
  url = {http://dx.doi.org/10.1371/journal.pcbi.1002079},
  doi = {10.1371/journal.pcbi.1002079}
}

@article{brodersen_model-based_2011,
  author = {Kay H. Brodersen and Florent Haiss and Cheng Soon Ong and Fabienne Jung and Marc Tittgemeyer and Joachim M. Buhmann and Bruno Weber and Klaas E. Stephan},
  title = {Model-based feature construction for multivariate decoding},
  journal = {{NeuroImage}},
  year = {2011},
  volume = {56},
  number = {2},
  pages = {601--615},
  url = {http://www.sciencedirect.com/science/article/B6WNP-4YWB2FG-2/2/f5c5d7fbafcee87aa70ff3fa1ffaa270},
  doi = {10.1016/j.neuroimage.2010.04.036}
}

@inproceedings{bussel2011a,
  author = {Ludwig M. Busse and Joachim M. Buhmann},
  title = {Model-Based Clustering of Inhomogeneous Paired Comparison Data},
  booktitle = {Similarity-Based Pattern Recognition, Lecture Notes in Computer Science Volume 7005},
  year = {2011},
  pages = {207--221}
}

@unpublished{bussel2011b,
  author = {Ludwig M. Busse and Morteza Haghir Chehreghani and Joachim M. Buhmann},
  title = {Approximate Sorting (of Preference Data)},
  booktitle = {NIPS Workshop on Choice Models and Preference Learning},
  year = {2011}
}

@inproceedings{florosx_2011,
  author = {Xenofon Floros and Federico Bergero and Fran\c{c}ois E. Cellier and Ernesto Kofman},
  title = {Automated Simulation of Modelica Models with QSS Methods : The Discontinuous Case},
  booktitle = {8th International Modelica Conference 2011, Dresden, Germany},
  publisher = {Linköping University Electronic Press, Linköpings universitet},
  year = {2011},
  pages = {657-667},
  url = {https://www.modelica.org/events/modelica2011/Proceedings/pages/papers/47_1_ID_148_a_fv.pdf},
  doi = {10.3384/ecp11063657}
}

@inproceedings{goenen2011,
  author = {Mehmet G\"önen, Aydin Ulas, Peter J. Sch\"uffler, Umberto Castellani and Vittorio Murino},
  title = {Combining Data Sources Nonlinearly for Cell Nucleus Classification of Renal Cell Carcinoma},
  booktitle = {SIMBAD 2011 workshop},
  year = {2011}
}

@inproceedings{Hutter:11aixiaxiom,
  author = {Peter Sunehag and Marcus Hutter},
  title = {Axioms for Rational Reinforcement Learning},
  booktitle = {Proc. 22nd International Conf. on Algorithmic Learning Theory ({ALT'11})},
  publisher = {Springer, Berlin},
  year = {2011},
  volume = {6925},
  pages = {338--352},
  url = {http://arxiv.org/abs/1107.5520},
  doi = {10.1007/978-3-642-24412-4_27}
}

@inproceedings{Hutter:11asyoptag,
  author = {Tor Lattimore and Marcus Hutter},
  title = {Asymptotically Optimal Agents},
  booktitle = {Proc. 22nd International Conf. on Algorithmic Learning Theory ({ALT'11})},
  publisher = {Springer, Berlin},
  year = {2011},
  volume = {6925},
  pages = {368--382},
  url = {http://arxiv.org/abs/1107.5537},
  doi = {10.1007/978-3-642-24412-4_29}
}

@inproceedings{Hutter:11evenbits,
  author = {Tor Lattimore and Marcus Hutter and Vaibhav Gavane},
  title = {Universal Prediction of Selected Bits},
  booktitle = {Proc. 22nd International Conf. on Algorithmic Learning Theory ({ALT'11})},
  publisher = {Springer, Berlin},
  year = {2011},
  volume = {6925},
  pages = {262--276},
  url = {http://arxiv.org/abs/1107.5531},
  doi = {10.1007/978-3-642-24412-4_22}
}

@inproceedings{Hutter:11tcdisc,
  author = {Tor Lattimore and Marcus Hutter},
  title = {Time Consistent Discounting},
  booktitle = {Proc. 22nd International Conf. on Algorithmic Learning Theory ({ALT'11})},
  publisher = {Springer, Berlin},
  year = {2011},
  volume = {6925},
  pages = {383--397},
  url = {http://arxiv.org/abs/1107.5528},
  doi = {10.1007/978-3-642-24412-4_30}
}

@article{IC:etal:PNAS:11,
  author = {Igor Cima and Ralph Schiess and Peter Wild and Martin Kaelin and Peter Sch{\"u}ffler and Vinzenz Lange and Paola Picotti and Reto Ossola and Arnoud Templeton and Olga Schubert and Thomas Fuchs and Thomas Leippold and Stephen Wyler and Jens Zehetner and Wolfram Jochum and Joachim M. Buhmann and Thomas Cerny and Holger Moch and Silke Gillessen and Ruedi Aebersold and Wilhelm Krek},
  title = {Cancer genetics-guided discovery of serum biomarker signatures for diagnosis and prognosis of prostate cancer},
  journal = {Proceedings of the National Academy of Sciences USA},
  year = {2011},
  volume = {108},
  number = {8},
  pages = {3342-3347},
  url = {http://www.pnas.org/content/108/8/3342.abstract},
  doi = {10.1073/pnas.1013699108}
}

@inproceedings{JB:mcpr:2011,
  author = {Joachim M. Buhmann},
  title = {Context sensitive information: Model validation by information theory},
  booktitle = {MCPR 2011},
  publisher = {Springer},
  year = {2011},
  volume = {6718},
  pages = {21-21}
}

@article{MC:LR:MH:JB:RA:RECOMB_satellite:2011,
  author = {Claassen, Manfred and Reiter, Lukas and Hengartner, Michael O. and Buhmann, Joachim M. and Aebersold, Ruedi},
  title = {Generic comparison of protein inference engines},
  journal = {Molecular \& Cellular Proteomics},
  year = {2011},
  url = {http://www.mcponline.org/content/early/2011/11/04/mcp.O110.007088.abstract},
  doi = {10.1074/mcp.O110.007088}
}

@inproceedings{MF:JB:ISIT:2011,
  author = {Mario Frank and Joachim M. Buhmann},
  title = {Selecting the rank of SVD by Maximum Approximation Capacity},
  booktitle = {International Symposium on Information Theory, St. Petersburg},
  publisher = {IEEE},
  year = {2011},
  pages = {1036 - 1040},
  doi = {10.1109/ISIT.2011.6033687}
}

@incollection{MF:MC:JMB:ECML:2011,
  author = {Frank, Mario and Chehreghani, Morteza and Buhmann, Joachim},
  title = {The Minimum Transfer Cost Principle for Model-Order Selection},
  booktitle = {Machine Learning and Knowledge Discovery in Databases},
  publisher = {Springer Berlin / Heidelberg},
  year = {2011},
  volume = {6911},
  pages = {423-438},
  note = {10.1007/978-3-642-23780-5\_37},
  url = {http://dx.doi.org/10.1007/978-3-642-23780-5\_37}
}

@inproceedings{PeterSchueffler2011,
  author = {Peter Sch\"uffler, Aydin Ulas, Umberto Castellani and Vittorio Murino},
  title = {A Multiple Kernel Learning Algorithm for Cell Nucleus Classification of Renal Cell Carcinoma},
  booktitle = {ICIAP 2011},
  year = {2011}
}

@inproceedings{Pletscher2011,
  author = {Pletscher, Patrick and Nowozin, Sebastian and Kohli, Pushmeet and Rother, Carsten},
  title = {Putting MAP back on the map},
  booktitle = {33rd Annual Symposium of the German Association for Pattern Recognition ({DAGM})},
  year = {2011},
  url = {http://research.microsoft.com/en-us/um/people/pkohli/papers/pnkr_dagm2011.pdf}
}

@inproceedings{Pletscher2011a,
  author = {Pletscher, Patrick and Wulff, Sharon},
  title = {A Combined LP and QP Relaxation for MAP},
  booktitle = {NIPS Workshop on Discrete Optimization in Machine Learning (DISCML)},
  year = {2011},
  url = {http://www.pletscher.org/papers/pletscher2011lpqp.pdf}
}

@inproceedings{schueffler2011,
  author = {Peter Sch\"uffler, Aydin Ulas, Umberto Castellani and Vittorio Murino},
  title = {A Multiple Kernel Learning Algorithm for Cell Nucleus Classification of Renal Cell Carcinoma},
  booktitle = {ICIAP 2011},
  year = {2011}
}

@article{TF:JMB:CMIG:2011,
  author = {Thomas J. Fuchs and Joachim M. Buhmann},
  title = {Computational Pathology: Challenges and Promises for Tissue Analysis},
  journal = {Computerized Medical Imaging and Graphics},
  year = {2011},
  volume = {35},
  number = {7-8},
  pages = {515-530},
  url = {http://www.sciencedirect.com/science/article/pii/S0895611111000383},
  doi = {DOI: 10.1016/j.compmedimag.2011.02.006}
}

@inproceedings{ulas2011,
  author = {Aydin Ulas and Peter J. Sch\"uffler and Manuele Bicego and Umberto Castellani and Vittorio Murino},
  title = {Hybrid Generative-Discriminative Nucleus Classification of Renal Cell Carcinoma},
  booktitle = {SIMBAD 2011 workshop},
  year = {2011}
}

@inproceedings{vezhnevets11iccv,
  author = {A. Vezhnevets and V. Ferrari and J. Buhmann},
  title = {Weakly Supervised Semantic Segmentation with a Multi-image Model},
  booktitle = {Proceedings of the International Conference on Computer Vision (ICCV)},
  year = {2011}
}

@inproceedings{,
  author = {E.I. Lomakina and K.H. Brodersen and T.E.J. Behrens and K.E. Stephan and J.M. Buhmann},
  title = {Gaussian processes for whole-brain feature selection and classification in fMRI},
  booktitle = {Interactive session at Human Brain Mapping 2011},
  year = {2011},
  url = {http://people.inf.ethz.ch/bkay/publications/Lomakina_2011_HBM.pdf}
}

@article{,
  author = {Andreas Krause and Cheng Soon Ong},
  title = {Contextual Gaussian Process Bandit Optimization},
  journal = {Advances in Neural Information Processing},
  year = {2011},
  url = {http://www.inf.ethz.ch/personal/cong/papers/krause11cgp-ucb.pdf}
}

@inproceedings{,
  author = {Francesco Dinuzzo and Cheng Soon Ong and Peter Gehler and and Gianluigi Pillonetto},
  title = {Learning Output Kernels with Block Coordinate Descent},
  booktitle = {Proceedings of the International Conference on Machine Learning},
  year = {2011},
  url = {http://www.inf.ethz.ch/personal/cong/papers/dinuzzo11output-kernel.pdf}
}

@inproceedings{,
  author = {Joachim M. Buhmann and Morteza Haghir Chehreghani and Mario Frank and Andreas P. Streich},
  title = {Information Theoretic Model Selection for Pattern Analysis},
  booktitle = {JMLR: Workshop and Conference Proceedings},
  year = {2011},
  number = {7},
  pages = {1-15},
  url = {http://www.mariofrank.net/paper/ICML2011_ASC4patternAnalysis.pdf}
}

@inproceedings{,
  author = {G.-M. Baschera and A.G. Busetto and S. Klingler and J.M. Buhmann and M. Gross},
  title = {Modeling Engagement Dynamics in Spelling Learning},
  booktitle = {Proc. of the 15th Int. Conf. on Artificial Intelligence in Education (AIED 11)},
  publisher = {Springer Lecture Notes in Computer Science},
  year = {2011},
  pages = {31-38},
  url = {http://www.springerlink.com/content/978-3-642-21868-2/}
}

@inproceedings{August2010CAB,
  author = {August, E. and Barahona, M.},
  title = {Solutions of weakly reversible chemical reaction networks are bounded and persistent},
  booktitle = {Proceedings of the 11th International Symposium on Computer Applications in Biotechnology (CAB 2010)},
  year = {2010},
  url = {http://www.nt.ntnu.no/users/skoge/prost/proceedings/dycops-2010/Papers_CAB2010_common/WeMT3-03.pdf}
}

@article{AugustBMC2010,
  author = {Bence M{\'e}lyk{\'u}ti and Elias August and Antonis Papachristodoulou and Hana El-Samad},
  title = {Discriminating between rival biochemical network models: three approaches to optimal experiment design},
  journal = {BMC Systems Biology},
  year = {2010},
  volume = {4},
  pages = {38},
  url = {http://www.biomedcentral.com/1752-0509/4/38}
}

@inproceedings{AugustCDC2010,
  author = {A Papachristodoulou and YC Chang and E August and J Anderson},
  title = {Simplifying Networked Systems with Guaranteed Error Bounds},
  booktitle = {49th IEEE Conference on Decision and Control, Atlanta, GA, USA},
  year = {2010}
}

@inproceedings{bb32888,
  author = {Vezhnevets, A. and Buhmann, J.M.},
  title = {Towards weakly supervised semantic segmentation by means of multiple instance and multitask learning},
  booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2010},
  pages = {3249-3256}
}

@inproceedings{brodersen_balanced_2010,
  author = {Kay H. Brodersen and Cheng Soon Ong and K. E. Stephan and Joachim M Buhmann},
  title = {The balanced accuracy and its posterior distribution},
  booktitle = {Proceedings of the 20th International Conference on Pattern Recognition},
  publisher = {{IEEE} Computer Society},
  year = {2010},
  pages = {3121--3124},
  doi = {10.1109/ICPR.2010.764}
}

@inproceedings{brodersen_binormal_2010,
  author = {Kay H. Brodersen and Cheng Soon Ong and K. E. Stephan and Joachim M Buhmann},
  title = {The binormal assumption on precision-recall curves},
  booktitle = {Proceedings of the 20th International Conference on Pattern Recognition},
  publisher = {{IEEE} Computer Society},
  year = {2010},
  pages = {4263--4266},
  doi = {10.1109/ICPR.2010.1036}
}

@article{CAB09multi,
  author = {Claassen, M. and Aebersold, R. and Buhmann, J. M.},
  title = {{Proteome Coverage Prediction for Integrated Proteomics Datasets}},
  journal = {RECOMB},
  year = {2010},
  volume = {accepted}
}

@inproceedings{CRHBA10,
  author = {Claassen, Manfred and Reiter, Lukas and Hengartner, Michael O. and Buhmann, Joachim M. and Aebersold, Ruedi},
  title = {Generic Comparison of Protein Inference Engine Families},
  journal = {RECOMB Satellite Conference on Computational Proteomics},
  year = {2010}
}

@inproceedings{CSTD10,
  author = {Christian D. Sigg and Tomas Dikk and Joachim M. Buhmann},
  title = {Speech Enhancement with Sparse Coding in Learned Dictionaries},
  booktitle = {Proceedings of 35th IEEE International Conference on Acoustics, Speech and Signal Processing},
  year = {2010}
}

@inproceedings{Floros2010,
  author = {Xenofon Floros and Francois Cellier and Ernesto Kofman},
  title = {Discretizing Time or States? A Comparative Study between DASSL and QSS},
  booktitle = {3rd International Workshop on Equation-Based Object-Oriented Modeling Languages and Tools, EOOLT, Oslo, Norway, October 3, 2010},
  year = {2010},
  pages = {107-115}
}

@proceedings{JB:ISIT:2010,
  author = {Joachim M. Buhmann},
  title = {Information theoretic model validation for clustering},
  booktitle = {International Symposium on Information Theory, Austin Texas},
  publisher = {IEEE},
  year = {2010},
  note = {(in press)}
}

@inproceedings{Moh2010a,
  author = {Y Moh and J Buhmann},
  title = {Regularized Online Learning of Pseudometrics},
  booktitle = {International Conference on Acoustics, Speech and Signal Processing},
  year = {2010},
  pages = {1990-1993}
}

@inproceedings{Orbanz:2010,
  author = {P. Orbanz},
  title = {Construction of Nonparametric {B}ayesian Models from Parametric {B}ayes Equations},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2010},
  volume = {22}
}

@inproceedings{Pletscher:MaxEntMarg:2010,
  author = {Pletscher, Patrick and Ong, Cheng Soon and Buhmann, Joachim M.},
  title = {Entropy and Margin Maximization for Structured Output Learning},
  booktitle = {Proceedings of the 20th European Conference on Marchine Learning ({ECML})},
  year = {2010}
}

@inproceedings{SACMAT2010_DefinitionOfRoleMining,
  author = {Frank, Mario and Buhmann, Joachim M. and Basin, David},
  title = {On the definition of role mining},
  booktitle = {SACMAT '10: Proceeding of the 15th {ACM} symposium on Access control models and technologies},
  publisher = {ACM},
  year = {2010},
  pages = {35--44},
  url = {http://www.inf.ethz.ch/personal/mafrank/paper/DefOfRoleMining_SACMAT2010.pdf},
  doi = {http://doi.acm.org/10.1145/1809842.1809851}
}

@inproceedings{SchuefflerDAGM2010,
  author = {Peter J. Sch{\"u}ffler and Thomas J. Fuchs and Cheng Soon Ong and Volker Roth and Joachim M. Buhmann},
  title = {Computational TMA analysis and cell nucleus classification of renal cell carcinoma},
  booktitle = {Pattern Recognition},
  publisher = {Springer},
  year = {2010},
  pages = {202-211}
}

@inproceedings{SFIpaper,
  author = {Andreas P. Streich and Manuela Feilner and Alfred Stirnemann and Joachim M. Buhmann},
  title = {Sound Field Indicators for Hearing Activity and Reverberation Time Estimation in Hearing Instruments},
  booktitle = {AES 12th Convention},
  year = {2010}
}

@article{VK:BF:EM:JB:JSB:2010,
  author = {Verena Kaynig and Bernd Fischer and Elisabeth M{\"u}ller and Joachim M. Buhmann},
  title = {Fully Automatic Stitching and Distortion Correction of Transmission Electron Microscope Images},
  journal = {Journal of Structural Biology},
  year = {2010},
  volume = {171},
  number = {2},
  pages = {163-173}
}

@inproceedings{VK:TF:JB:CVPR:2010,
  author = {Verena Kaynig and Thomas Fuchs and Joachim M. Buhmann},
  title = {Neuron Geometry Extraction by Perceptual Grouping in ssTEM Images},
  booktitle = {CVPR},
  year = {2010}
}

@inproceedings{VK:TF:JB:MICCAI:2010,
  author = {Verena Kaynig and Thomas Fuchs and Joachim M. Buhmann},
  title = {Geometrical Consistent 3D Tracing of Neuronal Processes in ssTEM Data},
  booktitle = {MICCAI},
  year = {2010}
}

@article{schuefflermethmarker:2009,
  author = {Schuffler, P. and Mikeska, T. and Waha, A. and Lengauer, T. and Bock, C.},
  title = {MethMarker: user-friendly design and optimization of gene-specific DNA methylation assays},
  journal = {Genome Biol},
  year = {2009},
  volume = {10},
  number = {10},
  pages = {R105},
  note = {Journal article Genome biology Genome Biol. 2009 Oct 5;10(10):R105.},
  url = {http://www.ncbi.nlm.nih.gov/pubmed/19804638?itool=EntrezSystem2.PEntrez.Pubmed.Pubmed_ResultsPanel.Pubmed_RVDocSum&ordinalpos=1}
}

@article{schuefflerprognostic:2009,
  author = {Veeck, J. and Wild, P. J. and Fuchs, T. and Schuffler, P. J. and Hartmann, A. and Knuchel, R. and Dahl, E.},
  title = {Prognostic relevance of Wnt-inhibitory factor-1 (WIF1) and Dickkopf-3 (DKK3) promoter methylation in human breast cancer},
  journal = {BMC Cancer},
  year = {2009},
  volume = {9},
  pages = {217},
  note = {Veeck, Jurgen Wild, Peter J Fuchs, Thomas Schuffler, Peter J Hartmann, Arndt Knuchel, Ruth Dahl, Edgar Research Support, Non-U.S. Gov't England BMC cancer BMC Cancer. 2009 Jul 1;9:217.},
  url = {http://www.ncbi.nlm.nih.gov/pubmed/19570204?itool=EntrezSystem2.PEntrez.Pubmed.Pubmed_ResultsPanel.Pubmed_RVDocSum&ordinalpos=2}
}

@article{Anewcomp,
  author = {E.~August and A.~Papachristodoulou},
  title = {{A new computational tool for establishing model parameter identifiability}},
  journal = {Journal of Computational Biology},
  year = {2009},
  volume = {16},
  number = {6},
  pages = {875-885}
}

@article{AugustBMC2009,
  author = {Mark AJ Roberts and Elias August and Abdullah Hamadeh and Philip K Maini and Patrick E McSharry and Judith P Armitage and Antonis Papachristodoulou},
  title = {A model invalidation-based approach for elucidating biological signalling pathways, applied to the chemotaxis pathway in R. sphaeroides},
  journal = {BMC Systems Biology},
  year = {2009},
  volume = {3},
  pages = {105},
  url = {http://www.biomedcentral.com/1752-0509/3/105}
}

@inproceedings{AugustCSE2009,
  author = {August, E.},
  title = {Parameter Identifiability and Optimal Experimental Design},
  booktitle = {International Conference on Computational Science and Engineering, 2009. CSE '09},
  year = {2009},
  pages = {277 - 284},
  url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5283106&tag=1},
  doi = {10.1109/CSE.2009.39}
}

@article{brodersen_decoding_2009,
  author = {Kay H. Brodersen},
  title = {Decoding mental activity from neuroimaging data---the science behind mind-reading},
  journal = {The New Collection, Oxford},
  year = {2009},
  volume = {4},
  pages = {50--61}
}

@inproceedings{busetto09aistats,
  author = {A. G. Busetto and J. M. Buhmann},
  title = {Structure Identification by Optimized Interventions},
  booktitle = {Proceedings of the 12th International Conference on Artificial Intelligence and Statistics},
  year = {2009},
  pages = {57--64}
}

@inproceedings{busetto09cse,
  author = {A. G. Busetto and J. M. Buhmann},
  title = {Stable Bayesian Parameter Estimation for Biological Dynamical Systems},
  booktitle = {Proceedings of the 12th IEEE International Conference on Computational Science and Engineering},
  year = {2009},
  pages = {???},
  url = {http://portal.acm.org/citation.cfm?id=1632707.1633262&coll=GUIDE&dl=GUIDE&CFID=67693965&CFTOKEN=38037981}
}

@inproceedings{busetto09opteig,
  author = {Alberto Giovanni Busetto and Cheng Soon Ong and Joachim M. Buhmann},
  title = {Optimized Expected Information Gain for Nonlinear Dynamical Systems},
  booktitle = {Proceedings of the International Conference on Machine Learning},
  year = {2009},
  pages = {97--104}
}

@article{CAB09,
  author = {Claassen, M. and Aebersold, R. and Buhmann, J. M.},
  title = {Proteome coverage prediction with infinite {M}arkov models.},
  journal = {Bioinformatics},
  year = {2009},
  volume = {25},
  number = {12},
  pages = {i154-60},
  url = {http://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?cmd=prlinks&dbfrom=pubmed&retmode=ref&id=19477982}
}

@article{EfficientSparse,
  author = {E.~August and A.~Papachristodoulou},
  title = {{Efficient, Sparse Biological Network Determination}},
  journal = {BMC Systems Biology},
  year = {2009},
  volume = {3},
  pages = {25}
}

@inproceedings{FlorosMICCAI09,
  author = {Xenofon E. Floros and Thomas J. Fuchs and Markus P. Rechsteiner and Giatgen Spinas and Holger Moch and Joachim M. Buhmann},
  title = {Graph-Based Pancreatic Islet Segmentation for Early Type 2 Diabetes Mellitus on Histopathological Tissue},
  booktitle = {MICCAI (1)},
  year = {2009},
  pages = {633-640},
  url = {http://www.ep.liu.se/ecp/047/012/}
}

@article{frank.ea:denoising:2009,
  author = {Mario Frank and Matthias Plaue and Fred A. Hamprecht},
  title = {Denoising of Continuous-Wave Time-Of-Flight Depth Images using Confidence Measures},
  journal = {Optical Engineering},
  year = {2009},
  volume = {48},
  number = {7},
  url = {http://dx.doi.org/10.1117/1.3159869}
}

@article{frank09_TOFerror,
  author = {Mario Frank and Matthias Plaue and Holger Rapp and Ullrich K\"othe and Bernd J\"ahne and Fred A. Hamprecht},
  title = {Theoretical and Experimental Error Analysis of Continuous-Wave Time-Of-Flight Range Cameras},
  journal = {Optical Engineering},
  publisher = {Society of Photo-Optical Instrumentation Engineers (SPIE)},
  year = {2009},
  volume = {48},
  number = {1}
}

@article{FuchsBMCCancer2009a,
  author = {Edgar Dahl and Abdelaziz En-Nia and Frank Wiesmann and Renate Krings and Sonja Djudjaj and Elisabeth Breuer and Thomas Fuchs and Peter Wild and Arndt Hartmann and Sandra Dunn and Peter Mertens},
  title = {Nuclear detection of Y-box protein-1 (YB-1) closely associates with progesterone receptor negativity and is a strong adverse survival factor in human breast cancer},
  journal = {BMC Cancer},
  year = {2009},
  volume = {9},
  number = {1},
  pages = {410},
  url = {http://www.biomedcentral.com/1471-2407/9/410},
  doi = {10.1186/1471-2407-9-410}
}

@inproceedings{FuchsISVC2009,
  author = {Thomas J. Fuchs and Johannes Haybaeck and Peter J. Wild and Mathias Heikenwalder and Holger Moch and Adriano Aguzzi and Joachim M. Buhmann},
  title = {Randomized Tree Ensembles for Object Detection in Computational Pathology.},
  booktitle = {ISVC (1)},
  publisher = {Springer},
  year = {2009},
  volume = {5875},
  pages = {367-378},
  url = {http://dblp.uni-trier.de/db/conf/isvc/isvc2009-1.html#FuchsHWHMAB09}
}

@inproceedings{FuchsOLCV2009,
  author = {Thomas J. Fuchs and Joachim M. Buhmann},
  title = {Inter-Active Learning of Randomized Tree Ensembles for Object Detection},
  booktitle = {ICCV Workshop on On-line Learning for Computer Vision, 2009},
  publisher = {IEEE},
  year = {2009}
}

@inproceedings{hybridRM_ccs09,
  author = {Mario Frank and Andreas P. Streich and David Basin and Joachim M. Buhmann},
  title = {A Probabilistic Approach to Hybrid Role Mining},
  booktitle = {16th ACM Conference on Computer and Communications Security (CCS 2009)},
  publisher = {ACM},
  year = {2009}
}

@inproceedings{icml2009_MAC,
  author = {Andreas P. Streich and Mario Frank and David Basin and Joachim M. Buhmann},
  title = {Multi-Assignment Clustering for Boolean Data},
  booktitle = {Proceedings of the 26th International Conference on Machine Learning},
  publisher = {Omnipress},
  year = {2009},
  pages = {969--976}
}

@inproceedings{moh:09,
  author = {Yvonne Moh and Joachim Buhmann},
  title = {Manifold Regularization for Semi-Supervised Sequential Learning},
  booktitle = {Proceedings of 34th IEEE International Conference on Acoustics, Speech and Signal Processing},
  year = {2009},
  pages = {1617-1620}
}

@inproceedings{Parameterid,
  author = {E.~August},
  title = {{Parameter identifiability and optimal experimental design}},
  booktitle = {The 12th IEEE International Conference on Computational Science and Engineering (CSE-09)},
  year = {2009}
}

@inproceedings{Pletscher:SpanningCRF:2009,
  author = {Pletscher, Patrick and Ong, Cheng Soon and Buhmann, Joachim M.},
  title = {Spanning Tree Approximations for Conditional Random Fields},
  booktitle = {Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics ({AISTATS}) 2009},
  publisher = {JMLR: W\&CP 5},
  year = {2009},
  pages = {408--415}
}

@inproceedings{Raman2009,
  author = {Sudhir Raman and Thomas J. Fuchs and Peter J. Wild and Edgar Dahl and Volker Roth},
  title = {The Bayesian group-Lasso for analyzing contingency tables},
  booktitle = {ICML},
  year = {2009},
  pages = {111}
}

@article{RCBHA09,
  author = {Reiter, Lukas and Claassen, Manfred and Schrimpf, Sabine P. and Jovanovic, Marko and Schmidt, Alexander and Buhmann, Joachim M. and Hengartner, Michael O. and Aebersold, Ruedi},
  title = {{Protein Identification False Discovery Rates for Very Large Proteomics Data Sets Generated by Tandem Mass Spectrometry}},
  journal = {Mol Cell Proteomics},
  year = {2009},
  volume = {8},
  number = {11},
  pages = {2405-2417},
  url = {http://www.mcponline.org/cgi/content/abstract/8/11/2405},
  doi = {10.1074/mcp.M900317-MCP200}
}

@article{Saur2009a,
  author = {Stefan C. Saur and Hatem Alkadhi and Paul Stolzmann and Stephan Baum{\"u}ller and Sebastian Leschka and Hans Scheffel and Lotus Desbiolles and Thomas J. Fuchs and Gabor Szekely and Philippe C. Cattin},
  title = {Effect of Reader Experience on Variability and Evaluation Time of Coronary Plaque Detection with Computed Tomography Coronary Angiography},
  journal = {European Radiology},
  year = {2009}
}

@article{Saur2009b,
  author = {Stefan C Saur and Philippe C Cattin and Lotus Desbiolles and Thomas J Fuchs and Gabor Szekely and Hatem Alkadhi},
  title = {Prediction rules for the detection of coronary artery plaques: evidence from cardiac CT},
  journal = {Investigative Radiology},
  year = {2009},
  volume = {44},
  number = {8},
  pages = {483-490},
  url = {http://dx.doi.org/10.1097/RLI.0b013e3181a8afc4}
}

@article{Saur2009c,
  author = {Stefan C. Saur and Hatem Alkadhi and Lotus Desbiolles and Thomas J. Fuchs and Gabor Szekely and Philippe C. Cattin},
  title = {Guided review by frequent itemset mining: additional evidence for plaque detection},
  journal = {International Journal of Computer Assisted Radiology and Surgery},
  year = {2009},
  volume = {4},
  number = {3},
  pages = {263--271},
  url = {http://dx.doi.org/10.1007/s11548-009-0290-5}
}

@article{schmidt2009directed,
  author = {Schmidt, A. and Claassen, M. and Aebersold, R.},
  title = {{Directed mass spectrometry: towards hypothesis-driven proteomics}},
  journal = {Current Opinion in Chemical Biology},
  publisher = {Elsevier},
  year = {2009}
}

@article{schweikert09mgeasg,
  author = {Gabriele Schweikert and Alexander Zien and Georg Zeller and Jonas Behr and Christoph Dieterich and Cheng Soon Ong and Petra Philips and Fabio De Bona and Lisa Hartmann and Anja Bohlen and Nina Kr\"ger and S\"oren Sonnenburg, and Gunnar R\"tsch},
  title = {mGene: Accurate SVM-Based Gene Finding with an Application to Nematode Genomes},
  journal = {Genome Research},
  year = {2009},
  note = {Advance access on 29 June 2009}
}

@article{schweikert09mgewsa,
  author = {Gabriele Schweikert and Jonas Behr and Alexander Zien and Georg Zeller and Cheng Soon Ong and S\"oren Sonnenburg and Gunnar R\"atsch},
  title = {mGene.web: a web service for accurate computational gene finding},
  journal = {Nucleic Acids Research},
  year = {2009},
  volume = {37},
  note = {Web Server Issue}
}

@article{stephan_functional_2009,
  author = {K E Stephan and L Kasper and {KH} Brodersen and C Mathys},
  title = {Functional and Effective Connectivity},
  journal = {Klinische Neurophysiologie},
  year = {2009},
  volume = {40},
  pages = {222--232},
  url = {http://dx.doi.org/10.1055/S-0029-1243196},
  doi = {10.1055/S-0029-1243196}
}

@inproceedings{streich.buhmann:mismatch,
  author = {Andreas P. Streich and Joachim M. Buhmann},
  title = {Ignoring Co-Occurring Sources in Learning from Multi-Labeled Data Leads to Model Mismatch},
  booktitle = {MLD09: ECML/PKDD 2009 Workshop on Learning from Multi-Label Data},
  year = {2009}
}

@article{WildFuchs2009,
  author = {Peter J. Wild and Thomas J. Fuchs and Robert Stoehr and Dieter Zimmermann and Simona Frigerio and Barbara Padberg and Inbal Steiner and Ellen C. Zwarthoff and Maximilian Burger and Stefan Denzinger and Ferdinand Hofstaedter and Glen Kristiansen and Thomas Hermanns and Hans-Helge Seifert and Maurizio Provenzano and Tullio Sulser and Volker Roth and Joachim M. Buhmann and Holger Moch and Arndt Hartmann},
  title = {{Detection of Urothelial Bladder Cancer Cells in Voided Urine Can Be Improved by a Combination of Cytology and Standardized Microsatellite Analysis}},
  journal = {Cancer Epidemiol Biomarkers Prev},
  year = {2009},
  volume = {18},
  number = {6},
  pages = {1798-1806},
  url = {http://cebp.aacrjournals.org/cgi/content/abstract/18/6/1798},
  doi = {10.1158/1055-9965.EPI-09-0099}
}

@article{BrandP:CRFAutomaticPhotoEditing:2008,
  author = {Matthew Brand and Patrick Pletscher},
  title = {A conditional random field for automatic photo editing},
  booktitle = {Proceedings of the {IEEE} Conference on Computer Vision and Pattern Recognition ({CVPR})},
  year = {2008}
}

@inproceedings{Cerf2008,
  author = {Moran Cerf and Jonathan Harel and Wolfgang Einh\"auser and Christof Koch},
  title = {Predicting human gaze using low-level saliency combined with face detection},
  booktitle = {Advances in Neural Information Processing Systems (NIPS) 20},
  publisher = {MIT Press},
  year = {2008},
  note = {(accepted)},
  url = {http://books.nips.cc/papers/files/nips20/NIPS2007_1074.pdf}
}

@inproceedings{chrsigg2008a,
  author = {Christian D. Sigg and Joachim M. Buhmann},
  title = {Expectation-Maximization for Sparse and Non-Negative PCA},
  booktitle = {Proc. 25th International Conference on Machine Learning,},
  year = {2008}
}

@article{einhauser.stout.ea:pupil,
  author = {Wolfgang Einh\"auser and James Stout and Christof Koch and Olivia Carter},
  title = {Pupil dilation reflects perceptual selection and predicts subsequent stability in perceptual rivalry},
  journal = {Proceedings of the National Academy of Sciences of the United States of America},
  year = {2008},
  volume = {105},
  number = {5},
  pages = {1704-1709},
  url = {http://www.pnas.org/cgi/doi/10.1073/pnas.0707727105}
}

@article{Einhauser2008,
  author = {W Einh{\"a}user and U Rutishauser and C Koch},
  title = {Task-demands can immediately reverse the effects of sensory-driven saliency in complex visual stimuli},
  journal = {Journal of Vision},
  year = {2008},
  note = {in press}
}

@inproceedings{frank.ea:class:2008,
  author = {Mario Frank and David Basin and Joachim M. Buhmann},
  title = {A Class of Probabilistic Models for Role Engineering},
  booktitle = {15th ACM Conference on Computer and Communications Security (CCS 2008)},
  publisher = {ACM},
  year = {2008}
}

@inproceedings{FuchsDAGM2008,
  author = {Thomas J. Fuchs and Tilman Lange and Peter J. Wild and Holger Moch and Joachim M. Buhmann},
  title = {Weakly Supervised Cell Nuclei Detection and Segmentation on Tissue Microarrays of Renal Cell Carcinoma},
  booktitle = {Pattern Recognition. DAGM 2008},
  publisher = {Springer Berlin / Heidelberg},
  year = {2008},
  volume = {5096},
  pages = {173--182},
  doi = {10.1007/978-3-540-69321-}
}

@inproceedings{FuchsMICCAI2008,
  author = {Thomas J. Fuchs and Peter J. Wild and Holger Moch and Joachim M. Buhmann},
  title = {Computational Pathology Analysis of Tissue Microarrays Predicts Survival of Renal Clear Cell Carcinoma Patients},
  booktitle = {Medical Image Computing and Computer-Assisted Intervention. MICCAI 2008},
  publisher = {Springer Berlin / Heidelberg},
  year = {2008},
  volume = {5242},
  pages = {1--8},
  doi = {10.1007/978-3-540-85990-1}
}

@inproceedings{FurnstahlISBI2008,
  author = {Philipp F\"urnstahl and Thomas J. Fuchs and Andreas Schweizer and Ladislav Nagy and G\'abor Sz\'ekely and Matthias Harders},
  title = {Automatic and Robust Forearm Segmentation using Graph Cuts},
  booktitle = {5th IEEE International Symposium on Biomedical Imaging. ISBI 2008},
  publisher = {IEEE},
  year = {2008},
  pages = {77--80},
  doi = {10.1109/ISBI.2008.4540936}
}

@article{GlutzIJC2008,
  author = {O. Gluz and P.J. Wild and R. Meiler and R. Diallo-Danebrock and E. Ting and S. Mohrmann and G. Schuett and E. Dahl and T.J. Fuchs and A. Herr and A. Gaumann and M. Frick and C. Poremba and U.A. Nitz and A. Hartmann},
  title = {Nuclear Karyopherin a2 expression predicts poor survival in patients with advanced breast cancer irrespective of treatment intensity.},
  journal = {International Journal of Cancer},
  publisher = {Wiley-Liss, Inc.},
  year = {2008},
  volume = {123/6},
  number = {IF 4,693},
  pages = {1433--1438},
  doi = {10.1002/ijc.23628}
}

@inproceedings{kaynig:08,
  author = {Verena Kaynig and Bernd Fischer and Joachim M. Buhmann},
  title = {Probabilistic Image Registration and Anomaly Detection by Nonlinear Warping},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2008},
  pages = {1-8}
}

@inproceedings{Moh2008,
  author = {Y. Moh and P. Orbanz and J. M. Buhmann},
  title = {Music Preference Learning with Partial Information},
  booktitle = {Proccedings of International Conference on Acoustic, Speech, and Signal Processing},
  year = {2008}
}

@inproceedings{Moh2008a,
  author = {Yvonne Moh and Wolfgang Einh\"auser and Joachim Buhmann},
  title = {Automatic Detection of Learnability under Unreliable and Sparse User Feedback},
  booktitle = {Pattern Recognition--DAGM 2008},
  publisher = {Springer},
  year = {2008}
}

@inproceedings{Moh2008b,
  author = {Yvonne Moh and Joachim Buhmann},
  title = {Kernel Expansion for Online Preference Tracking},
  booktitle = {9th International Conference on Music Information Retrieval},
  year = {2008}
}

@inproceedings{nielsen08uai,
  author = {Ulf Holm Niesen and Jean Philippe Pellet and Andr¥'{e} Elisseeff},
  title = {Explanation Trees for Causal {B}ayesian Networks},
  booktitle = {Proceedings of the 24th Conference in Uncertainty in Artificial Intelligence},
  publisher = {AUAI Press},
  year = {2008},
  pages = {427--434}
}

@article{Ong2008,
  author = {Asa Ben-Hur, Cheng Soon Ong, S{\"o}ren Sonnenburg, Bernhard Sch{\"o}lkopf, and Gunnar R{\"a}tsch},
  title = {Support vector machines and kernels for computational biology},
  journal = {PLoS Computational Biology},
  year = {2008},
  volume = {4 (10)},
  number = {10},
  pages = {e1000173},
  url = {http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1000173}
}

@article{orbanz.buhmann:nonparametric,
  author = {P. Orbanz and J.~M. Buhmann},
  title = {Nonparametric {B}ayesian Image Segmentation},
  journal = {International Journal of Computer Vision},
  year = {2008},
  volume = {77}
}

@article{pellet08jmlr,
  author = {Jean Philippe Pellet and Andr\'{e} Elisseeff},
  title = {Using {M}arkov blankets for Causal Structure Learning},
  journal = {Journal of Machine Learning Research},
  year = {2008},
  volume = {9},
  pages = {1295--1342}
}

@inproceedings{pellet08nips,
  author = {Jean-Philippe Pellet and Andr\'{e} Elisseeff},
  title = {Finding Latent Causes in Causal Networks: an Efficient Approach Based on {M}arkov Blankets},
  booktitle = {Proceedings of the 22nd Annual Conference on Neural Information Processing Systems},
  year = {2008}
}

@inproceedings{streich.buhmann:multilabel_generative,
  author = {Andreas P. Streich and Joachim M. Buhmann},
  title = {Classification of Multi-Labeled Data: A Generative Approach},
  booktitle = {ECML 2008},
  year = {2008},
  note = {(to be published)}
}

@article{,
  author = {Angela Y. J. Yao, Einh\"auser, Wolfgang},
  title = {Color aids late but not early stages of rapid natural scene recognition},
  journal = {Journal of Vision},
  year = {2008},
  volume = {8},
  number = {16},
  pages = {1-13},
  note = {article 12},
  url = {http://journalofvision.org/8/16/12/}
}

@article{,
  author = {Stefan Steiniger and Tilman Lange and Dirk Burghardt and Robert Weibel},
  title = {An Approach for the Classification of Urban Building Structures Based on Discriminant Analysis Techniques},
  journal = {Transactions in GIS},
  year = {2008},
  volume = {12(1)},
  pages = {31-59}
}

@inproceedings{bussel2007,
  author = {Ludwig M. Busse and Peter Orbanz and Joachim M. Buhmann},
  title = {Cluster Analysis of Heterogeneous Rank Data},
  booktitle = {Proceedings of the International Conference on Machine Learning},
  year = {2007},
  pages = {113-120}
}

@article{Cerf2007,
  author = {Moran Cerf and Daniel R. Cleary and Robert J. Peters and Wolfgang Einh\"auser and Christof Koch},
  title = {Observers are Consistent when Rating Image Conspicuity},
  journal = {Vision Research},
  year = {2007},
  volume = {47},
  number = {24},
  pages = {3052--3060},
  url = {http://dx.doi.org/10.1016/j.visres.2007.06.025}
}

@article{Einhauser2007,
  author = {Wolfgang Einh\"auser and Frank Schumann and Stanislavs Bardins and Klaus Bartl and Guido B\"oning and Erich Schneider and Peter K\"onig.},
  title = {Human eye-head co-ordination in natural exploration},
  journal = {Network: Computation in Neural Systems},
  year = {2007},
  volume = {18},
  number = {3},
  pages = {267-297},
  url = {http://www.informaworld.com/openurl?genre=article&issn=0954-898X&volume=18&issue=3&spage=267}
}

@article{Einhauser2007a,
  author = {Wolfgang Einh\"auser and Christof Koch and Scott Makeig},
  title = {The duration of the attentional blink in natural scenes depends on stimulus category},
  journal = {Vision Research},
  year = {2007},
  volume = {47},
  number = {5},
  pages = {597-607},
  url = {http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6T0W-4MYF60S-6&_user=791130&_coverDate=03/31/2007&_rdoc=1&_fmt=&_orig=search&_sort=d&view=c&_acct=C000043379&_version=1&_urlVersion=0&_userid=791130&md5=a7a9c435d306221ebe934dc213738dbf}
}

@article{Einhauser2007b,
  author = {Wolfgang Einh\"auser and T. Nathan Mundhenk and Pierre Baldi and Christof Koch and Laurent Itti},
  title = {A Bottom-Up Model of Spatial Attention Predicts Human Error Patterns in Rapid Scene Recognition},
  journal = {Journal of Vision},
  year = {2007},
  volume = {7},
  number = {10},
  pages = {1-13},
  url = {http://www.journalofvision.org/7/10/6/}
}

@article{fischer.roth.ea:time-series,
  author = {Bernd Fischer and Volker Roth and Joachim Buhmann},
  title = {Time-Series Alignment by Non-Negative Multiple Generalized Canonical Correlation Analysis},
  journal = {BMC Bioinformatics},
  year = {2007},
  volume = {8},
  number = {S10},
  pages = {S4},
  url = {http://dx.doi.org/10.1186/1471-2105-8-S10-S4}
}

@inproceedings{fischerRothBuhmann:07a,
  author = {Bernd Fischer and Volker Roth and Joachim M. Buhmann},
  title = {Time-Series Alignment by Non-Negative Multiple Generalized Canonical Correlation Analysis},
  booktitle = {Computational Intelligence Methods for Bioinformatics and Biostatistics},
  publisher = {Springer},
  year = {2007},
  volume = {4578},
  pages = {505--511},
  url = {http://dx.doi.org/10.1007/978-3-540-73400-0_64}
}

@article{Frey2007,
  author = {Hans-Peter Frey and Peter K\"onig and Wolfgang Einh\"auser},
  title = {The Role of First- and Second Order Stimulus Features for Human Overt Attention},
  journal = {Perception and Psychophysics},
  year = {2007},
  volume = {69},
  number = {2},
  pages = {153--161}
}

@article{grossmann.fischer.ea:workflow,
  author = {Jonas Grossmann$^\ast$ and Bernd Fischer$^\ast$ and Katja B\"arenfaller and Judith Owitil and Joachim M. Buhmann and Wilhelm Gruissem and Sacha Baginsky},
  title = {A workflow to increase the detection rate of proteins from un-sequenced organisms inhigh-throughput proteomics experiments},
  journal = {Proteomics},
  year = {2007},
  volume = {7},
  number = {23},
  pages = {4245 -- 4254},
  note = {$^\ast$authors contributed equally},
  url = {http://dx.doi.org/10.1002/pmic.200700474}
}

@inproceedings{Kaynig2007,
  author = {Verena Kaynig and Bernd Fischer and Roger Wepf and Joachim M. Buhmann},
  title = {Fully Automatic Registration of Electron Microscopy Images with High and Low Resolution},
  booktitle = {Microscopy and Microanalysis},
  year = {2007},
  url = {http://journals.cambridge.org/action/displayAbstract?fromPage=online&aid=1213224#}
}

@inproceedings{Lange2007,
  author = {Tilman Lange and Joachim M. Buhmann},
  title = {Regularized Data Fusion Improves Image Segmentation},
  booktitle = {Pattern Recognition - Symposium of the DAGM 2007},
  publisher = {Springer},
  year = {2007},
  volume = {4713},
  pages = {234-243}
}

@inproceedings{Lange2007b,
  author = {Tilman Lange and Joachim M. Buhmann},
  title = {Kernel-Based Grouping of Histogramm Data},
  booktitle = {ECML 2007},
  year = {2007},
  note = {(to be published)}
}

@inproceedings{Ommer2007,
  author = {Bj\"orn Ommer and Joachim M. Buhmann},
  title = {Learning the Compositional Nature of Visual Objects},
  booktitle = {CVPR 2007},
  year = {2007},
  note = {(in press)}
}

@inproceedings{Ommer2007a,
  author = {Bj\"orn Ommer and Joachim M. Buhmann},
  title = {Compositional Object Recognition, Segmentation, and Tracking in Video},
  booktitle = {International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR'07)},
  publisher = {Springer},
  year = {2007},
  volume = {4679},
  pages = {318-333}
}

@inproceedings{Orbanz2007b,
  author = {Peter Orbanz and Samuel Braendle and Joachim M. Buhmann},
  title = {Bayesian Order-Adaptive Clustering for Video Segmentation},
  booktitle = {EMMCVPR 2007},
  publisher = {Springer},
  year = {2007},
  pages = {334--349}
}

@inproceedings{pellet07ida,
  author = {Jean Philippe Pellet and Andr\'{e} Elisseeff},
  title = {A Partial Correlation-Based Algorithm for Causal Structure Discovery with Continuous Variables},
  booktitle = {Advances in Intelligent Data Analysis VII, 7th International Symposium on Intelligent Data Analysis},
  year = {2007},
  pages = {229--239}
}

@article{roos.jacob.ea:pepsplice,
  author = {Franz F. Roos and Riko Jacob and Jonas Grossmann and Bernd Fischer and Joachim Buhmann and Wilhelm Gruissem and Sacha Baginsky and Peter Widmayer},
  title = {PepSplice: Cache-Efficient Search Algorithms for Comprehensive Identification of Tandem Mass Spectra},
  journal = {Bioinformatics},
  year = {2007},
  volume = {23},
  number = {22},
  pages = {3016--3023},
  note = {$^\ast$authors contributed equally},
  url = {http://dx.doi.org/10.1093/bioinformatics/btm417}
}

@inproceedings{Roth2007,
  author = {Volker Roth and Bernd Fischer},
  title = {The kernelHMM: Learning Kernel Combinations in Structured Output Domains},
  booktitle = {Pattern Recognition (29th DAGM Symposium)},
  publisher = {Springer},
  year = {2007},
  volume = {4713},
  pages = {436--445},
  url = {http://www.springerlink.com/content/r015664w85831633/fulltext.pdf}
}

@article{rothFischer:07a,
  author = {Volker Roth and Bernd Fischer},
  title = {Improved Functional Prediction of Proteins by Learning Kernel Combinations in Multilabel Settings},
  journal = {BMC Bioinformatics},
  year = {2007},
  volume = {8},
  number = {S2},
  pages = {S12},
  url = {http://dx.doi.org/10.1186/1471-2105-8-S2-S12}
}

@inproceedings{Sigg2007,
  author = {Christian Sigg and Bernd Fischer and Bjoern Ommer and Volker Roth and Joachim Buhmann},
  title = {Nonnegative CCA for Audiovisual Source Separation},
  booktitle = {IEEE Workshop on Machine Learning for Signal Processing},
  publisher = {IEEE Press},
  year = {2007}
}

@article{Zoller2007,
  author = {Thomas Z\"oller and Joachim M. Buhmann},
  title = {Robust Image Segmentation using Resampling and Shape Constraints},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2007},
  note = {(in press)}
}

@article{fischer.grossmann.ea:semi-supervised,
  author = {Bernd Fischer and Jonas Grossmann and Volker Roth and Wilhelm Gruissem and Sacha Baginsky and Joachim M. Buhmann},
  title = {Semi-Supervised LC/MS Alignment for Differential Proteomics},
  journal = {Bioinformatics},
  year = {2006},
  volume = {22},
  number = {14},
  pages = {e132--e140},
  url = {http://dx.doi.org/10.1093/bioinformatics/btl219}
}

@inproceedings{Keuchel2006,
  author = {J. Keuchel and D. K{\"u}ttel},
  title = {Efficient Combination of Probabilistic Sampling Approximations for Robust Image Segmentation},
  booktitle = {Pattern Recognition (28th DAGM Symposium)},
  publisher = {Springer},
  year = {2006},
  volume = {4174},
  pages = {41-50}
}

@inproceedings{Keuchel2006a,
  author = {Jens Keuchel},
  title = {Multiclass Image Labeling with Semidefinite Programming},
  booktitle = {Computer Vision -- ECCV 2006},
  publisher = {Springer},
  year = {2006},
  volume = {3952},
  pages = {454-467}
}

@inproceedings{Lange2006,
  author = {Tilman Lange and Joachim Buhmann},
  title = {Fusion of Similarity Data in Clustering},
  booktitle = {Advances in Neural Information Processing Systems (NIPS) 19},
  publisher = {MIT Press},
  year = {2006},
  pages = {723-730}
}

@article{Laub2006,
  author = {Julian Laub and Volker Roth and Joachim M. Buhmann and Klaus-Robert M\"uller},
  title = {On the Information and Representation of Non-Euclidean Pairwise Data},
  journal = {Pattern Recognition},
  year = {2006},
  volume = {39},
  pages = {1815-1826}
}

@inproceedings{Ommer2006,
  author = {Bj\"orn Ommer and Michael Sauter and Joachim M. Buhmann},
  title = {Learning Top-Down Grouping of Compositional Hierarchies for Recognition},
  booktitle = {CVPR'06 (POCV)},
  year = {2006}
}

@inproceedings{Ommer2006a,
  author = {Bj\"orn Ommer and Joachim M. Buhmann},
  title = {Learning Compositional Categorization Models},
  booktitle = {ECCV'06},
  publisher = {LNCS 3953, Springer},
  year = {2006}
}

@inproceedings{Orbanz2006,
  author = {Peter Orbanz and Joachim M. Buhmann},
  title = {Smooth Image Segmentation by Nonparametric Bayesian Inference},
  booktitle = {European Conference on Computer Vision (ECCV 2006)},
  publisher = {Springer Verlag},
  year = {2006},
  volume = {I},
  pages = {444-457}
}

@inproceedings{peter.fischer.ea:probabilistic,
  author = {Hansruedi Peter and Bernd Fischer and Joachim M. Buhmann},
  title = {Probabilistic De Novo Peptide Sequencing with Doubly Charged Ions},
  booktitle = {Pattern Recognition - Symposium of the DAGM 2006},
  publisher = {Springer},
  year = {2006},
  volume = {4174},
  pages = {424--433},
  url = {http://dx.doi.org/10.1007/11861898_43}
}

@inproceedings{Rabinovich2006,
  author = {A. Rabinovich and T. Lange and J. Buhmann and S. Belongie},
  title = {Model Order Selection and Cue Combination for Image Segmentation},
  booktitle = {2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006)},
  publisher = {IEEE Computer Society},
  year = {2006},
  pages = {1130-1137}
}

@article{Roth2006,
  author = {Volker Roth},
  title = {Kernel Fisher Discriminants for Outlier Detection},
  journal = {Neural Computation},
  year = {2006},
  volume = {18},
  number = {4}
}

@inproceedings{Roth2006a,
  author = {Volker Roth and Bj{\"o}rn Ommer},
  title = {Exploiting Low-level Image Segmentation for Object Recognition},
  booktitle = {Pattern Recognition--DAGM 2006},
  publisher = {Springer},
  year = {2006},
  volume = {4174}
}

@techreport{Roth2006b,
  author = {Volker Roth and Bernd Fischer},
  title = {Improved Functional Prediction of Proteins by Learning Kernel Combinations in Multilabel Settings},
  year = {2006},
  number = {B-2006-4},
  note = {Proceeding of PMSB 2006}
}

@article{Steinhage2006,
  author = {V. Steinhage and S. Schr{\"o}der and V. Roth and A.B. Cremers and W. Drescher and D. Wittmann},
  title = {The Sience of Fingerprinting Bees},
  journal = {German Research},
  year = {2006},
  volume = {28},
  number = {1aa},
  pages = {19-21}
}

@inproceedings{wey.fischer.ea:dense,
  author = {Peter Wey and Bernd Fischer and Herbert Bay and Joachim M. Buhmann},
  title = {Dense Stereo by Triangular Meshing and Cross Validation},
  booktitle = {Pattern Recognition - Symposium of the DAGM 2006},
  publisher = {Springer},
  year = {2006},
  volume = {4174},
  pages = {708--717},
  url = {http://dx.doi.org/10.1007/11861898_71}
}

@article{Buhmann2005,
  author = {Joachim M. Buhmann and Tilman Lange and Ulrich Ramacher},
  title = {Image Segmentation by Networks of Spiking Neurons},
  journal = {Neural Computation},
  year = {2005},
  volume = {17},
  number = {5},
  pages = {1010-1031}
}

@article{fischer.roth.ea:hidden,
  author = {Bernd Fischer and Volker Roth and Joachim M. Buhmann and Jonas Grossmann and Sacha Baginsky and Wilhelm Gruissem and Franz Roos and Peter Widmayer},
  title = {A Hidden Markov Model for de Novo Peptide Sequencing},
  journal = {Neural Information Processing Systems},
  year = {2005},
  volume = {17},
  pages = {457--464},
  url = {http://books.nips.cc/papers/files/nips17/NIPS2004_0372.pdf}
}

@article{fischer.roth.ea:novohmm,
  author = {Bernd Fischer and Volker Roth and Franz Roos and Jonas Grossmann and Sacha Baginsky and Peter Widmayer and Wilhelm Gruissem and Joachim M. Buhmann},
  title = {NovoHMM: A Hidden Markov Model for de Novo Peptide Sequencing},
  journal = {Analytical Chemistry},
  year = {2005},
  volume = {77},
  number = {22},
  pages = {7265-7273},
  url = {http://dx.doi.org/10.1021/ac0508853}
}

@inproceedings{Heiler2005,
  author = {M. Heiler and J. Keuchel and C. Schn{\"o}rr},
  title = {Semidefinite Clustering for Image Segmentation with A-priori Knowledge},
  booktitle = {Pattern Recognition (27th DAGM Symposium)},
  publisher = {Springer},
  year = {2005},
  volume = {3663},
  pages = {309-317}
}

@inproceedings{Lange2005,
  author = {Tilman Lange and Martin H. C. Law and Anil K. Jain and Joachim M. Buhmann},
  title = {Learning with Constrained and Unlabelled Data},
  booktitle = {2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005)},
  publisher = {IEEE Computer Society},
  year = {2005},
  pages = {731-738}
}

@inproceedings{Lange2005a,
  author = {Tilman Lange and Joachim Buhmann},
  title = {Combining partitions by probabilistic label aggregation},
  booktitle = {KDD, Proceedings of the Eleventh ACM SIGKDD International onference on Knowledge Discovery and Data Mining},
  publisher = {ACM},
  year = {2005},
  pages = {147-156}
}

@inbook{Ommer2005,
  author = {Bj\"orn Ommer and Joachim M. Buhmann},
  title = {Object Categorization by Compositional Graphical Models},
  booktitle = {Energy Minimization Methods in Computer Vision and Pattern Recognition, LNCS 3757},
  publisher = {Springer},
  year = {2005},
  pages = {235-250}
}

@inproceedings{Orbanz2005,
  author = {P. Orbanz and J.~M. Buhmann},
  title = {{SAR} Images as Mixtures of {G}aussian Mixtures},
  booktitle = {Proceedings of the IEEE International Conference on Image Processing (ICIP)},
  year = {2005},
  volume = {2},
  pages = {209-212}
}

@inproceedings{Roth2005,
  author = {Volker Roth},
  title = {Outlier Detection with One-class Kernel Fisher Discriminants},
  booktitle = {NIPS 17},
  year = {2005}
}

@inproceedings{fischer.roth.ea:clustering,
  author = {Bernd Fischer and Volker Roth and Joachim M. Buhmann},
  title = {Clustering with the Connectivity Kernel},
  booktitle = {Neural Information Processing Systems},
  publisher = {MIT Press},
  year = {2004},
  volume = {16},
  url = {http://books.nips.cc/papers/files/nips16/NIPS2003_AA12.pdf}
}

@inproceedings{Hermes2004,
  author = {Lothar Hermes and Joachim Buhmann},
  title = {Boundary-Constrained Agglomerative Segmantation},
  booktitle = {IEEE Transactions on Geoscience and Remote Sensing},
  publisher = {IEEE},
  year = {2004},
  volume = {42}
}

@inproceedings{Jain2004,
  author = {Anil K. Jain and Alexander Topchy and Martin H.C. Law and Joachim M. Buhmann},
  title = {Landscape of Clustering Algorithms},
  booktitle = {17th International Conference on Pattern Recognition Cambridge UK},
  publisher = {IEEE},
  year = {2004},
  pages = {I-260--I-263}
}

@article{Lange2004,
  author = {Tilman Lange and Volker Roth and Mikio L. Braun and Joachim M. Buhmann},
  title = {Stability-Based Validation of Clustering Solutions},
  journal = {Neural Computation},
  year = {2004},
  volume = {16},
  pages = {1299-1323}
}

@inproceedings{Roth2004,
  author = {Volker Roth and Tilman Lange},
  title = {Adaptive Feature Selection in Image Segmentation},
  booktitle = {Pattern Recognition, DAGM},
  publisher = {DAGM},
  year = {2004},
  pages = {9-17}
}

@article{Roth2004a,
  author = {Volker Roth and Tilman Lange},
  title = {Bayesian Class Discovery in Microarray Datasets},
  journal = {IEEE Transactions on Biomedical Engineering},
  year = {2004},
  volume = {51},
  number = {5}
}

@inproceedings{Roth2004b,
  author = {Volker Roth and Tilman Lange},
  title = {Feature Selection in Clustering Problems},
  booktitle = {NIPS},
  publisher = {MIT Press},
  year = {2004},
  pages = {1237-1244}
}

@article{Steck2004,
  author = {Harald Steck and Tommi Jaakkola},
  title = {Predictive Discretization during Model Selection},
  journal = {Pattern Recognition},
  publisher = {Elsevier},
  year = {2004},
  volume = {LNCS 3175},
  pages = {1-8}
}

@inproceedings{Stilkerich2004,
  author = {Stephan C. Stilkerich and Joachim Buhmann},
  title = {Massively Parallel Architecture for an unsupervised Segmentation Model},
  booktitle = {International Conference on Signals and Electronic Systems},
  publisher = {IEEE},
  year = {2004}
}

@inproceedings{Zoller2004,
  author = {Thomas Z\"oller and Joachim M. Buhmann},
  title = {Shape Constrained Image Segmentation by Parametric Distributional Clustering},
  booktitle = {Computer Society Conference on Computer Vision and Pattern Recognition},
  year = {2004},
  pages = {386-394}
}

@inproceedings{Chen2003,
  author = {Wei-Jun Chen and Joachim M. Buhmann},
  title = {A New Distance Measure for Probabilistic},
  booktitle = {DAGM},
  publisher = {DAGM},
  year = {2003},
  volume = {LNCS 2781},
  pages = {507-514}
}

@article{fischer.buhmann:bagging,
  author = {Bernd Fischer and Joachim M. Buhmann},
  title = {Bagging for Path-Based Clustering},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2003},
  volume = {25},
  number = {11},
  pages = {1411-1415},
  url = {http://dx.doi.org/10.1109/TPAMI.2003.1240115}
}

@article{fischer.buhmann:path-based,
  author = {Bernd Fischer and Joachim M. Buhmann},
  title = {Path-Based Clustering for Grouping Smooth Curves and Texture Segmentation},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2003},
  volume = {25},
  number = {4},
  pages = {513-518},
  url = {http://dx.doi.org/10.1109/TPAMI.2003.1190577}
}

@inproceedings{Hermes2003,
  author = {Lothar Hermes and Joachim Buhmann},
  title = {A Minimum Entropy Approach to Adaptive Image Polygonization},
  booktitle = {IEEE Transaction on Image Processing},
  publisher = {IEEE},
  year = {2003},
  volume = {12}
}

@inproceedings{Hermes2003a,
  author = {Lothar Hermes and Joachim M. Buhmann},
  title = {Semi-Supervised Image Segmentation by Parametric Distributional Clustering},
  booktitle = {Energy Minimization Methods in Computer Vision and Pattern Recognition},
  publisher = {CVPR},
  year = {2003},
  pages = {229-245}
}

@inproceedings{Ommer2003,
  author = {Bj\"orn Ommer and Joachim M. Buhmann},
  title = {A Compositionality Architecture for Perceptual Feature Grouping},
  booktitle = {Energy Minimization Methods in Computer Vision and Pattern Recognition},
  publisher = {CVPR},
  year = {2003},
  volume = {LNCS 2683},
  pages = {275-290}
}

@inproceedings{Roth2003,
  author = {Volker Roth and Julian Laub and Joachim M. Buhmann and Klaus-Robert M\"uller},
  title = {Going Metric: Denoising Pairwise Data},
  booktitle = {Advances in Neutral Information Processing Systems},
  publisher = {NIPS},
  year = {2003},
  volume = {15},
  pages = {817-824}
}

@article{Roth2003a,
  author = {Volker Roth and Julian Laub and Motoaki Kawanabe and Joachim M. Buhmann},
  title = {Optimal Cluster Preserving Embedding of Nonmetric Proximity Data},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2003},
  volume = {25},
  number = {12}
}

@inproceedings{Braun2002,
  author = {Mikio L. Braun and Joachim M. Buhmann},
  title = {The Noisy Euclidean Traveling Salesman Problem and Learning},
  booktitle = {NIPS},
  publisher = {NIPS},
  year = {2002},
  volume = {14}
}

@inbook{Buhmann2002,
  author = {Joachim M. Buhmann},
  title = {Data Clustering and Learning},
  booktitle = {Handbook of Brain Theory and Neural Networks},
  publisher = {MIT Press},
  year = {2002},
  pages = {333-333},
  edition = {2nd}
}

@inproceedings{fischer.buhmann:data,
  author = {Bernd Fischer and Joachim M. Buhmann},
  title = {Data Resampling for Path Based Clustering},
  booktitle = {Pattern Recognition - Symposium of the DAGM 2002},
  year = {2002},
  volume = {LNCS 2449},
  pages = {206 - 214},
  url = {http://www.springerlink.com/content/pubpn9pgcbmrgtxc/}
}

@inproceedings{Hermes2002,
  author = {Lothar Hermes and Thomas Z\"oller and Joachim M. Buhmann},
  title = {Parametric Distributional Clustering for Image Segmentation},
  booktitle = {Computer Vision - ECCV 2002},
  publisher = {A. Heyden, G. Sparr, M. Nielsen, P. Johansen},
  year = {2002},
  volume = {3},
  pages = {577-591}
}

@inproceedings{Lange2002,
  author = {Tilman Lange and Mikio Braun and Volker Roth and Joachim Buhmann},
  title = {Stability-Based Model Selection},
  booktitle = {NIPS },
  publisher = {NIPS },
  year = {2002}
}

@article{Marx2002,
  author = {Zvika Marx and Ido Dagan and Joachim M. Buhmann and Eli Shamir},
  title = {Coupled Clustering: A Method for Detecting Structural Correspondence},
  journal = {Journal of Machine Learning Research},
  year = {2002},
  volume = {3},
  pages = {747-780}
}

@inproceedings{Roth2002,
  author = {Volker Roth and Tilman Lange and Mikio Braun and Joachim Buhmann},
  title = {A Resampling Approach to Cluster Validation},
  booktitle = {15th Symposium Held in Berlin , Germany 2002 (COMPSTAT2002)},
  year = {2002},
  pages = {123-128}
}

@inproceedings{Roth2002a,
  author = {Volker Roth and Mikio Braun and Tilman Lange and Joachim M. Buhmann},
  title = {Stability-Based Model Order Selection in Clustering with Applications to Gene Expression Data},
  booktitle = {Artificial Neural Networks - ICANN 2002},
  year = {2002},
  volume = {LNCS 2415}
}

@inproceedings{Zoller2002,
  author = {Thomas Z\"oller and Lothar Hermes and Joachim M. Buhmann},
  title = {Combined Color and Texture Segmentation by Parametric Distributional Clustering},
  booktitle = {ICPR '02},
  year = {2002},
  volume = {2},
  pages = {627-630}
}

@inproceedings{Zoller2002a,
  author = {Thomas Z\"oller and Joachim M. Buhmann},
  title = {Self-organized Clustering of Mixture Models for Combined Color and Texture Segmentation},
  booktitle = {The 2nd international workshop on texture analysis and segmentation},
  year = {2002},
  pages = {163-167}
}

@inproceedings{Buhmann2001,
  author = {Joachim M. Buhmann},
  title = {Clustering Principles and Empirical Risk Approximation},
  booktitle = {International Conference on Applied Statistical Models for Data Analysis (ASMDA'01)},
  year = {2001}
}

@inproceedings{fischer.zoller.ea:path,
  author = {Bernd Fischer and Thomas Z\"oller and Joachim M. Buhmann},
  title = {Path Based Pairwise Data Clustering with Application to Texture Segmentation},
  booktitle = {Energy Minimization Methods in Computer Vision and Pattern Recognition},
  year = {2001},
  volume = {LNCS 2134},
  pages = {235-250},
  url = {http://www.springerlink.com/content/a71hve79rpm83jrn/}
}

@techreport{Hermes2001,
  author = {Lothar Hermes and Joachim M. Buhmann},
  title = {A New Adaptive Algorithm for the Polygonization of Noisy Imagery},
  year = {2001},
  number = {IAI-TR-2001-3}
}

@inproceedings{Hermes2001a,
  author = {Lothar Hermes and Joachim M. Buhmann},
  title = {Contextual Classification by Entropy-Based Polygonization},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR'01)},
  year = {2001},
  volume = {2},
  pages = {442-447}
}

@inproceedings{Marx2001,
  author = {Zvika Marx and Ido Dagan and Joachim M. Buhmann},
  title = {Coupled Clustering: A Method for Detecting Structural Correspondence},
  booktitle = {18th International Conference on Machine Learning (ICML 2001)},
  year = {2001},
  pages = {353-360}
}

@inproceedings{Roth2001,
  author = {Volker Roth and Koji Tsuda},
  title = {Pairwise Coupling for Machine Recognition of Hand-Printed Japanese Characters},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR'01)},
  year = {2001},
  volume = {1},
  pages = {1120-1125}
}

@inproceedings{Roth2001a,
  author = {Volker Roth},
  title = {Probabilistic Discriminative Kernel Classifiers for Multiclass Problems},
  booktitle = {Pattern Recognition--DAGM'01},
  year = {2001},
  volume = {LNCS 2191},
  pages = {246-253}
}

@inproceedings{Roth2001b,
  author = {Volker Roth},
  title = {Sparse Kernel Regressors},
  booktitle = {Artificial Neural Networks--ICANN 2001},
  year = {2001},
  volume = {LNCS 2130},
  pages = {339-346}
}

@article{Rubner2001,
  author = {Yossi Rubner and Jan Puzicha and Carlo Tomasi and Joachim M. Buhmann},
  title = {Empirical Evaluation of Dissimilarity Measures for Color and Texture},
  journal = {Computer Vision and Image Understanding},
  year = {2001},
  volume = {84},
  pages = {25-43}
}

@inproceedings{Stenger2001,
  author = {B. Stenger and V. Ramesh and N. Paragios and F.Coetzee and J. M. Buhmann},
  title = {Topology Free Hidden Markov Models: Application to Background Modeling},
  booktitle = {Proceedings International Conference on Computer Vision (ICCV 2001)},
  year = {2001},
  volume = {I},
  pages = {294-301}
}

@inproceedings{Suing2001,
  author = {Markus Suing and Lothar Hermes and and Joachim M. Buhmann},
  title = {A New Contour-based Approach to Object Recognition for Assembly Line Robots},
  booktitle = {Pattern Recognition - 23rd DAGM Symposium},
  year = {2001},
  volume = {LNCS 2191},
  pages = {329-336}
}

@article{Bengio2000,
  author = {Yoshua Bengio and Joachim M. Buhmann and Mark Embrechts and Jacek Zurada},
  title = {Introduction to the Special Issue on Neural Networks for Data Mining and Knowledge Discovery},
  journal = {IEEE Transactions on Neural Networks},
  year = {2000},
  volume = {11},
  number = {3},
  pages = {545-549}
}

@inproceedings{Buhmann2000,
  author = {Joachim M. Buhmann and Marcus Held},
  title = {Model selection in clustering by uniform convergence bounds},
  booktitle = {Advances in Neural Information Processing Systems 12},
  year = {2000},
  pages = {216-222}
}

@inproceedings{Hermes2000,
  author = {Lothar Hermes and Joachim M. Buhmann},
  title = {Feature Selection for Support Vector Machines},
  booktitle = {International Conference on Pattern Recognition (ICPR'00)},
  year = {2000},
  volume = {2},
  pages = {716-719}
}

@article{Klock2000,
  author = {Hansj\"org Klock and Joachim M. Buhmann},
  title = {Data Visualization by Multidimensional Scaling: A Deterministic Annealing Approach},
  journal = {Pattern Recognition},
  year = {2000},
  volume = {33},
  number = {4},
  pages = {651-669}
}

@article{Puzicha2000,
  author = {Jan Puzicha and Markus Held and Jens Ketterer and Joachim M. Buhmann and Dieter Fellner},
  title = {On Spatial Quantization of Color Images},
  journal = {IEEE Transactions in Image Processing},
  year = {2000},
  volume = {9},
  number = {4},
  pages = {666-682}
}

@inproceedings{Will2000,
  author = {Stefan Will and Lothar Hermes and Joachim Buhmann and Jan Puzicha},
  title = {On Learning Texture Edge Detectors},
  booktitle = {International Conference on Image Processing (ICIP'00)},
  year = {2000},
  pages = {877-880}
}

@inproceedings{Zoller2000,
  author = {Thomas Z\"oller and Joachim M. Buhmann},
  title = {Active Learning for Hierarchical Pairwise Data Clustering},
  booktitle = {ICPR'00},
  year = {2000},
  volume = {2},
  pages = {186-189}
}

@inproceedings{Buhmann1999,
  author = {Joachim M. Buhmann and Jitendra Malik and Pietro Perona},
  title = {Image Recognition: Visual Grouping, Recognition and Learning},
  booktitle = {National Academy of Science},
  year = {1999},
  volume = {96}
}

@inproceedings{Buhmann1999a,
  author = {Joachim Buhmann and Marcus Held},
  title = {On the optimal number of clusters in histogram clustering},
  booktitle = {Jahrestagung 99 / Gesellschaft fuer Klassifikation},
  year = {1999}
}

@inproceedings{Held1999,
  author = {Marcus Held and Jan Puzicha and Joachim Buhmann},
  title = {Visualizing Group Structure},
  booktitle = {Advances in Neural Information Processing Systems 11 (NIPS'98)},
  year = {1999}
}

@inproceedings{Hermes1999,
  author = {Lothar Hermes and Dieter Frieauff and Jan Puzicha and Joachim M. Buhmann},
  title = {Support Vector Machines for Land Usage Classification in Landsat TM Imagery},
  booktitle = {IEEE International Geoscience and Remote Sensing Symposium},
  year = {1999},
  volume = {1},
  pages = {348-350}
}

@inproceedings{Hofmann1999,
  author = {Thomas Hofmann and Jan Puzicha and Michael Jordan},
  title = {Learning from Dyadic Data},
  booktitle = {Advances in Neural Information Processing Systems 11 (NIPS'98)},
  year = {1999},
  pages = {466-472}
}

@article{Klock1999,
  author = {Hansj\"org Klock and Joachim M. Buhmann},
  title = {Data Visualization by Multidimensional Scaling: A Deterministic Annealing Approach},
  journal = {Pattern Recognition},
  year = {1999},
  volume = {33},
  number = {4},
  pages = {651-669}
}

@article{Puzicha1999,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {A Theory of Proximity Based Clustering: Structure Detection by Optimization},
  journal = {Pattern Recognition},
  year = {1999},
  volume = {33},
  number = {4},
  pages = {617-634}
}

@inproceedings{Puzicha1999a,
  author = {Jan Puzicha and Yossi Rubner and Carlo Tomasi and Joachim M. Buhmann},
  title = {Empirical Evaluation of Dissimilarity Measures for Color and Texture},
  booktitle = {IEEE International Conference on Computer Vision (ICCV'99)},
  year = {1999},
  pages = {1165-1173}
}

@inproceedings{Puzicha1999b,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {Histogram Clustering for Unsupervised Image Segmentation},
  booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition (CVPR'99)},
  year = {1999},
  pages = {602-608}
}

@article{Puzicha1999c,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {Histogram Clustering for Unsupervised Segmentation and Image Retrieval},
  journal = { Pattern Recognition Letters},
  year = {1999},
  volume = {20},
  pages = {899-909}
}

@article{Puzicha1999d,
  author = {Jan Puzicha and Joachim M. Buhmann},
  title = {Multiscale Annealing for Grouping and Unsupervised texture Segmentation},
  journal = {Computer Vision and Image Understanding (CVIU)},
  year = {1999},
  volume = {76},
  number = {3},
  pages = {213-230}
}

@article{Buhmann1998,
  author = {Joachim M. Buhmann and Dieter Fellner and Markus Held and Jens Ketterer and Jan Puzicha},
  title = {Dithered Color Quantization},
  journal = {Computer Craphics Forum},
  year = {1998},
  volume = {17},
  number = {3},
  pages = {219-231}
}

@techreport{Buhmann1998a,
  author = {Joachim M. Buhmann},
  title = {Empirical Risk Approximation: An Induction Principle for Unsupervised Learning},
  year = {1998},
  number = {IAI-TR-98-3}
}

@article{Hofmann1998,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Competitive Learning Algorithms for Robust Vector Quantization},
  journal = {IEEE Trans. on Signal Processing},
  year = {1998},
  volume = {46},
  number = {6},
  pages = {1665-1675}
}

@inproceedings{Hofmann1998a,
  author = {Thomas Hofmann and Jan Puzicha},
  title = {Mixture Models for Co-occurrence and Histogram Data},
  booktitle = {International Conference Pattern Recognition},
  year = {1998},
  pages = {192-194}
}

@techreport{Hofmann1998b,
  author = {Thomas Hofmann and Jan Puzicha},
  title = {Unsupervised Learning from Dyadic Data},
  year = {1998},
  number = {ICSI-TR-98-042}
}

@article{Hofmann1998c,
  author = {Thomas Hofmann and Jan Puzicha and Joachim M. Buhmann},
  title = {Unsupervised Texture Segmentation in a Deterministic Annealing Framework},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {1998},
  volume = {20},
  number = {8}
}

@techreport{Hofmann1998d,
  author = {Thomas Hofmann and Jan Puzicha},
  title = {Statistical Models for Co-occurrence Data},
  year = {1998},
  number = {1625}
}

@inproceedings{Ketterer1998,
  author = {Jens Ketterer and Jan Puzicha and Marcus Held and Martin Fischer and Joachim M. Buhmann and Dieter Fellner},
  title = {On Spatial Quantization of Color Images},
  booktitle = {European Conference on Computer Vision},
  year = {1998},
  pages = {563-577}
}

@inproceedings{Puzicha1998,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {Discrete Mixture Models for Unsupervised Image Segmentation},
  booktitle = {Jahrestagung der Deutsche Arbeitsgemeinschaft f\"ur Mustererkennung (DAGM'98)},
  year = {1998}
}

@inproceedings{Buhmann1997,
  author = {Joachim M. Buhmann and Thomas Hoffman},
  title = {Robust Vector Quantization by Competitive Learning},
  booktitle = {International Conference on Acoustics, Speech and Signal Processing ICASSP'97},
  year = {1997}
}

@inbook{Buhmann1997a,
  author = {Joachim M. Buhmann},
  title = {Stochastic Algorithms for Exploratory Data Analysis: Data Clustering and Data Visualization},
  year = {1997},
  pages = {333-333}
}

@inproceedings{Held1997,
  author = {Marcus Held and Joachim M. Buhmann},
  title = {Unsupervised On-Line Learning of Decision Trees for Hierarchical Data Analysis},
  booktitle = {Advances in Neural Information Processing Systems (NIPS)},
  year = {1997},
  pages = {514-520}
}

@inproceedings{Hofmann1997,
  author = {Thomas Hofmann and Jan Puzicha and Joachim M. Buhmann},
  title = {Deterministic Annealing for Unsupervised Texture Segmentation},
  booktitle = {International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR'97)},
  year = {1997},
  pages = {213-228}
}

@article{Hofmann1997a,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Pairwise Data Clustering by Deterministic Annealing},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {1997},
  volume = {19},
  number = {1},
  pages = {1-14}
}

@inproceedings{Hofmann1997b,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Active Data Clustering},
  booktitle = {Advances in Neural Information Processing Systems (NIPS)},
  year = {1997},
  pages = {528-534}
}

@inproceedings{Hofmann1997c,
  author = {Thomas Hofmann and Jan Puzicha and Joachim M. Buhmann},
  title = {An Optimization Approach to Unsupervised Hierarchical Texture Segmentation},
  booktitle = {International Conference on Image Processing (ICIP '97)},
  year = {1997}
}

@inproceedings{Klock1997,
  author = {Hansj\"org Klock and Joachim M. Buhmann},
  title = {Multidimensional Scaling by Deterministic Annealing},
  booktitle = {International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR'97)},
  year = {1997},
  pages = {245-260}
}

@inproceedings{Klock1997a,
  author = {Hans-J\"org Klock and Andreas Polzer and Joachim M. Buhmann},
  title = {Region-Based Motion Compensated 3D-Wavelet Transform Coding of Video},
  booktitle = {IEEE International Conference on Image Processing (ICIP '97)},
  year = {1997}
}

@inproceedings{Polzer1997,
  author = {Andreas Polzer and Hans-J\"org Klock and Joachim Buhmann},
  title = {Video-Coding by Region-Based Motion Compensation and Spatio-temporal wavelet transform},
  booktitle = {IEEE International Conference on Image Processing (ICIP '97)},
  year = {1997}
}

@inproceedings{Puzicha1997,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {Deterministic Annealing: Fast Physical Heuristics for Real-Time Optimization of Large Systems},
  booktitle = {15th IMACS World Conference on Scientific Computation, Modelling and Applied Mathematics},
  year = {1997}
}

@inproceedings{Puzicha1997a,
  author = {Jan Puzicha and Thomas Hofmann and Joachim M. Buhmann},
  title = {Non-parametric Similarity Measures for Unsupervised Texture Segmentation and Image Retrieval},
  booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition},
  year = {1997},
  pages = {267-272}
}

@techreport{Puzicha1997b,
  author = {Jan Puzicha and Joachim M. Buhmann},
  title = {Multiscale Annealing for Real-Time Unsupervised Texture Segmentation},
  year = {1997},
  number = {IAI-TR-97-4}
}

@inproceedings{Frohlinghaus1996,
  author = {Thorsten Fr\"ohlinghaus and Joachim M. Buhmann},
  title = {Real-Time Phase-Based Stereo for a Mobile Robot},
  booktitle = {First Euromicro Workshop on Advanced Mobile robots},
  year = {1996},
  pages = {178-185}
}

@inproceedings{Hofmann1996,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {An Annealed Neural Gas Network for Robust Vector Quantization},
  booktitle = {International Conference on Artificial Neural Networks ICANN96},
  year = {1996},
  pages = {151-156}
}

@inproceedings{Hofmann1996a,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Inferring Hierarchical Clustering Structures by Deterministic Annealing},
  booktitle = {Second International Conference on Knowledge Discovery and Data Mining KDD'96},
  year = {1996},
  pages = {363-366}
}

@inproceedings{Hofmann1996b,
  author = {Thomas Hofmann and Jan Puzicha and Joachim M. Buhmann},
  title = {Unsupervised Segmentation of Textured Images by Pairwise Data Clustering},
  booktitle = {International Conference on Image Processing ( ICIP '96 )},
  year = {1996},
  volume = {III},
  pages = {137-140}
}

@techreport{Klock1996,
  author = {Hansj\"org Klock and Joachim M. Buhmann},
  title = {Data Visualization by Multidimensional Scaling: A Deterministic Annealing Approach},
  year = {1996},
  number = {IAI-TR-96-8}
}

@inproceedings{Puzicha1996,
  author = {Jan Puzicha and Nils Goerke and Rolf Eckmiller},
  title = {Optimal Trajectory Generation for an Industrial Robot by Markovian Networks},
  booktitle = {International Conference on Neural Information Processing (ICONIP'96)},
  year = {1996},
  pages = {995-998}
}

@techreport{Puzicha1996a,
  author = {Jan Puzicha and Thomas Hofmann and Joachim Buhmann},
  title = {Unsupervised Texture Segmentation on the Basis of Scale Space Features},
  year = {1996},
  number = {DIKU 96/19}
}

@inbook{Buhmann1995,
  author = {Joachim M. Buhmann},
  title = {Oscillatory Associative Memories},
  booktitle = {Handbook of Brain Theory \& Neural Networks},
  year = {1995},
  pages = {333-333}
}

@article{Buhmann1995a,
  author = {Joachim M. Buhmann and Wolfram Burgard and Armin B. Cremers and Dieter Fox and Thomas Hofmann and Frank Schneider and Jiannis Strikos and Sebastian Thrun},
  title = {The Mobile Robot Rhino},
  journal = {AI Magazin},
  year = {1995},
  volume = {16},
  number = {1},
  pages = {1}
}

@inproceedings{Hofmann1995,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Hierarchical Pairwise Data Clustering by Mean-Field Annealing},
  booktitle = {International Conference on Artificial Neural Networks (ICANN'95)},
  year = {1995},
  pages = {197-202}
}

@inproceedings{Hofmann1995a,
  author = {Thomas Hofmann and Joachim M. Buhmann},
  title = {Multidimensional Scaling and Data Clustering},
  booktitle = { Advances in Neural Information Processing Systems 7 (NIPS'94)},
  year = {1995},
  pages = {104-111}
}

@inproceedings{Buhmann1994,
  author = {Joachim M. Buhmann and Thomas Hofmann},
  title = {A Maximum Entropy Approach to Pairwise Data Clustering},
  booktitle = {International Conference on Pattern Recognition},
  year = {1994},
  pages = {207-212}
}

@inproceedings{Buhmann1994a,
  author = {Joachim M. Buhmann and Martin Lades and Frank Eeckmann},
  title = {Illumination-Invariant Face Recognition with a Contrast Sensitive Silicon Retina},
  booktitle = {Advances in Neural Information Processing Systems (NIPS)},
  year = {1994},
  volume = {6},
  pages = {769-776}
}

@article{Buhmann1993,
  author = {Joachim M. Buhmann and Hans K{\"u}hnel},
  title = {Complexity Optimized Data Clustering by Competitive Neural Networks},
  journal = {Neural Computation},
  year = {1993},
  volume = {5},
  pages = {75-88}
}

@article{Buhmann1993a,
  author = {Joachim M. Buhmann and Hans K\"uhnel},
  title = {Vector Quantization with Complexity Costs},
  journal = {IEEE Transactions on Information Theory},
  year = {1993},
  volume = {39},
  pages = {1133-1145}
}

@article{Lades1993,
  author = {Martin Lades and Jan C. Vorbr\"uggen and Joachim M. Buhmann and J\"org Lange and Christoph {von der Malsburg} and Rolf P. W\"urtz and Wolfgang Konen},
  title = {Distortion Invariant Object Recognition in the Dynamic Link Architecture},
  journal = {IEEE Transactions on Computers},
  year = {1993},
  volume = {42},
  pages = {300-311}
}

@inproceedings{Arbib1992,
  author = {Michael A. Arbib and Joachim M. Buhmann},
  title = {Neural Networks},
  booktitle = {Encyclopedia of Artificial Intelligence},
  publisher = {John Wiley},
  year = {1992},
  volume = {2},
  pages = {1016-1060}
}

@phdthesis{Buhmann1988,
  author = {Joachim M. Buhmann},
  title = {Neuronale Netzwerke als assoziative Speicher und als Systeme zur Mustererkennung},
  school = {Physik-Department, Technische Universit\"at M\"unchen},
  year = {1988}
}