Publications in learning deep networks

• Marc'Aurelio Ranzato, Martin Szummer. Semi-supervised Learning of Compact Document Representations with Deep Networks July 2008 Proc. Intl. Conf. on Machine Learning (ICML) 2008 792-799

Publications in information retrieval

• Martin Szummer, Nick Craswell. Behavioral Classification on the Click Graph April 2008 World Wide Web Conference 1241--1242
• Onno Zoeter, Michael Taylor, Ed Snelson, John Guiver, Nick Craswell, Martin Szummer. A Decision Theoretic Framework for Ranking using Implicit Feedback July 2008 SIGIR 2008 Workshop on Learning to Rank for Information Retrieval
• Nick Craswell, Martin Szummer. Random Walks on the Click Graph July 2007 SIGIR Conf Research and Development in Information Retrieval 239--246

Publications on Handwriting Adaptation (Personalization)

• Martin Szummer, Christopher M. Bishop. Discriminative Writer Adaptation October 2006 10th Intl. Workshop on Frontiers in Handwriting Recognition (IWFHR) 293--298

Publications on machine learning applied to computer systems

• James Mickens, Martin Szummer, Dushyanth Narayanan. Snitch: Interactive Decision Trees for Troubleshooting Misconfigurations April 2007 SysML07: 2nd Workshop on Tackling Computer Systems Problems with Machine Learning Techniques

Publications on Conditional Random Fields, applied to hand-drawing analysis

• Martin Szummer, Pushmeet Kohli, Derek Hoiem. Learning CRFs using Graph Cuts October 2008 European Conference on Computer Vision
• Carsten Rother, Vladimir Kolmogorov, Victor Lempitsky, Martin Szummer. Optimizing Binary MRFs via Extended Roof Duality June 2007 Proc Comp. Vision Pattern Recogn. (CVPR)
• Yuan Qi, Martin Szummer, Thomas P. Minka. Bayesian Conditional Random Fields December 2006 Journal of Machine Learning Research (JMLR)
• Philip J. Cowans, Martin Szummer. A Graphical Model for Simultaneous Partitioning and Labeling January 2005 AI & Statistics
• Yuan Qi, Martin Szummer, Thomas P. Minka. Bayesian Conditional Random Fields January 2005 AI & Statistics 269-276
• Yuan Qi, Martin Szummer, Thomas P. Minka. Diagram Structure Recognition by Bayesian Conditional Random Fields June 2005 Proc Comp. Vision Pattern Recogn. (CVPR) C. Schmid and S. Soatto and C. Tomasi 191--196
• Martin Szummer. Learning Diagram Parts with Hidden Random Fields August 2005 Intl Conf Document Analysis and Recognition (ICDAR) 1188--1193
• Martin Szummer, Yuan Qi. Contextual Recognition of Hand-drawn Diagrams with Conditional Random Fields October 2004 9th Intl. Workshop on Frontiers in Handwriting Recognition (IWFHR) F. Kimura and H. Fujisawa 32--37
• Martin Szummer, Philip J. Cowans. Incorporating Context and User Feedback in Pen-Based Interfaces October 2004 AAAI Fall symposium, Making Pen-Based Interaction Intelligent and Natural R. Davis and J. Landay et al. 159--166 FS-04-06
• Balaji Krishnapuram, Christopher M. Bishop, Martin Szummer. Generative Models and Bayesian Model Comparison for Shape Recognition October 2004 9th Intl. Workshop on Frontiers in Handwriting Recognition (IWFHR) F. Kimura and H. Fujisawa 20--25

Learning from partially labeled data (semi-supervised learning)

• Martin Szummer, Tommi Jaakkola. Information Regularization with Partially Labeled Data January 2003 Advances in Neural Information Processing Systems (NIPS) 1025--1032 15
• Chen-Hsiang Yeang, Martin Szummer. Markov Random Walk Representations with Continuous Distributions August 2003 Proc.\ Uncertainty in Artificial Intelligence, UAI U. Kjærulff and C. Meek 600--607
• Martin Szummer, Tommi Jaakkola. Partially labeled classification with Markov random walks January 2002 Advances in Neural Information Processing Systems (NIPS) 945--952 14
• Martin Szummer, Tommi Jaakkola. Kernel expansions with unlabeled examples January 2001 Advances in Neural Information Processing Systems (NIPS) 626--632 13

Image retrieval and texture modeling

• Wolfgang Sörgel, Sabine Girod, Martin Szummer, Bernd Girod. Computer Aided Diagnosis of Bone Lesions in the Facial Skeleton March 1998 Aachen, Germany Workshop Bildverarbeitung für die Medizin
• Martin Szummer, Rosalind W. Picard. Indoor-Outdoor Image Classification January 1998 Bombay, India IEEE International Workshop on Content-Based Access of Image and Video Databases, CAIVD 42--51
• Rosalind W. Picard, Thomas P. Minka, Martin Szummer. Modeling User Subjectivity In Image Libraries September 1996 Lausanne, Switzerland IEEE Intl Conf On Image Processing (ICIP) 777--780 2
• Martin Szummer, Rosalind W. Picard. Temporal Texture Modeling September 1996 Lausanne, Switzerland IEEE Intl Conf On Image Processing (ICIP) 823--826 3
• Martin Szummer. An Image Browser that learns from User Interaction December 1995
• Martin Szummer. Temporal Texture Modeling September 1995 346 MIT Media Lab Perceptual Computing

Natural Language Processing

• Wlodek Zadrozny, Marcin Szummer, Stanislaw Jarecki, David Johnson, Leora Morgenstern. NL Understanding with a Grammar of Constructions August 1994 Kyoto, Japan Intl. Conf. on Computational Linguistics COLING 1289--1293 15