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Daphne Koller Publications
Research AreasPublication TypeYears
BNBayesian Networks   BMBiology and Medicine
CGTComputational Game Theory   DMDecision Making
HMHybrid Models   LTWLanguage and Web
LGMLearning Graphical Models   PLLogic and Probabilistic Logic
MNMarkov Networks   RPMRicher Probabilistic Models
RPRobotics and Perception   SLSupervised Learning
TPMTemporal Probabilistic Models   TCSTheoretical Computer Science
JJournal Article
CConference Paper
BBook
ChBook Chapter
TTechnical Report
PhDPhD Disseration
1985 - 1989
1990 - 1994
1995 - 1999
2000 - 2004
2005 - 2009
2010 - 2014

TypeReferenceDownload
topics: BNBMCGTDMHMLTWLGMPLMNRPMRPSLTPMTCS

2011
J   A.H. Beck, A.R. Sangoi, S. Leung, R.J. Marinelli, T.O. Nielsen, M.J. van de Vijver, R.B. West, M. van de Rijn, and D. Koller (2011). "Systematic Analysis of Breast Cancer Morphology Uncovers Stromal Features Associated with Survival." Science Translational Medicine, 3(108). bib html
topics:    BM                                    

J   J. Laserson, V. Jojic, and D. Koller (2011). "Genovo: De Novo Assembly For Metagenomes." Journal of Computational Biology, 18(3), 429-43. bib pdf
topics:    BM                                    

C   T. Gao and D. Koller (2011). "Active Classification based on Value of Classifier." Advances in Neural Information Processing Systems (NIPS 2011). bib pdf
topics:                               RP SL      

C   T. Gao and D. Koller (2011). "Discriminative Learning of Relaxed Hierarchy for Large-scale Visual Recognition." Proceedings of the International Conference on Computer Vision (ICCV). bib pdf
topics:                               RP SL      

C   M.P. Kumar, H. Turki, D. Preston, and D. Koller (2011). "Learning Specific-Class Segmentation from Diverse Data." Proceedings of the International Conference on Computer Vision (ICCV). bib pdf
topics:                               RP         

C   T. Gao and D. Koller (2011). "Multiclass Boosting with Hinge Loss based on Output Coding." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:                               RP SL      

C   S. Saria, A. Duchi, and D. Koller (2011). "Discovering deformable motifs in continuous time-series data." International Joint Conference on Artificial Intelligence (IJCAI). bib pdf
topics:                   LGM                TPM   

C   T. Gao, B. Packer, and D. Koller (2011). "A Segmentation-aware Object Detection Model with Occlusion Handling." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   H. Wang and D. Koller (2011). "Multi-Level Inference by Relaxed Dual Decomposition for Human Pose Segmentation." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   V. Jojic, S. Saria, and D. Koller (2011). "Convex envelopes of complexity controlling penalties: the case against premature envelopment." Proceedings of the Conference on Artificial Intelligence and Statistics (AISTATS). bib
topics:                                  SL      

2010
J   S. Saria, A.K. Rajani, J. Gould, D. Koller, and A.A. Penn (2010). "Integration of early physiological responses predicts later illness severity in preterm infants." Science Translational Medicine, 2(48). bib html
topics:    BM                                    

J   A.J. Battle, M. Jonikas, P. Walter, J. Weissman, and D. Koller (2010). "Automated identification of pathways from quantitative genetic interaction data." Molecular Systems Biology, 6, 379. bib pdf
topics:    BM                                    

J   F. Moussavi, G. Heitz, F. Amat, L.R. Comolli, D. Koller, and M.A. Horowitz (2010). "3D Segmentation of Cell Boundaries from Whole Cell Cryogenic Electron Tomography Volumes." Journal of Structural Biology, 170(1), 134-145. bib html
topics:    BM                         RP         

J   M.E. Hillenmeyer, E. Ericson, R.W. Davis, C. Nislow, D. Koller, and G. Giaever (2010). "Systematic analysis of genome-wide fitness data reveals novel gene function and drug action." Genome Biology, 11(R30). bib pdf
topics:    BM                                    

C   S. Saria, G. McElvain, A. Rajani, A. Penn, and D. Koller (2010). "Combining Structured and Free-text Data for Automatic Coding of Patient Outcomes." Proceedings of the Americal Medical Informatics Association (AMIA) Annual Symposium. bib
topics:    BM          LTW                SL      

T   S. Saria, D. Koller, and A. Penn (2010). "Discovering shared and individual latent structure in multiple time series." Technical report. , . bib pdf html
topics:                                     TPM   

C   P. Kumar, B. Packer, and D. Koller (2010). "Self-Paced Learning for Latent Variable Models." Advances in Neural Information Processing Systems (NIPS 2010). bib pdf
topics:                   LGM          RP         

C   B. Packer, S. Gould, and D. Koller (2010). "A Unified Contour-Pixel Model for Segmentation." . Proc. European Conference on Computer Vision (ECCV). bib
topics:                               RP         

C   H. Wang, S. Gould, and D. Koller (2010). "Discriminative Learning with Latent Variables for Cluttered Indoor Scene Understanding." . Proc. European Conference on Computer Vision (ECCV). bib pdf
topics:                               RP         

C   D. Vickrey, C. Lin, and D. Koller (2010). "Non-Local Contrastive Objectives." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:                   LGM    MN               

C   V. Jojic, S. Gould, and D. Koller (2010). "Fast and smooth: Accelerated dual decomposition for MAP inference." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:                   LGM    MN               

C   P. Kumar and D. Koller (2010). "Efficiently Selecting Regions for Scene Understanding." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   B. Liu, S. Gould, and D. Koller (2010). "Single Image Depth Estimation From Predicted Semantic Labels." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   V. Ganapathi, C. Plagemann, D. Koller, and S. Thrun (2010). "Real Time Motion Capture using a Single Time-Of-Flight Camera." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   C. Plagemann, V. Ganapathi, D. Koller, and S. Thrun (2010). "Realtime Identification and Localization of Body Parts from Depth Images." Proc. International Conferences on Robotics and Automation (ICRA 2010). bib pdf
topics:                               RP         

2009
J   H. Wang, B. Kakaradov, S.R. Collins, L. Karotki, D. Fiedler, M. Shales, K.M. Shokat, T. Walther, N.J. Krogan, and D. Koller (2009). "A complex-based reconstruction of the S. cerevisiae interactome." Molecular Cell Proteomics, 8(6), 1361-81. bib pdf html
topics:    BM                                    

J   D. Fiedler, H. Braberg, M. Mehta, G. Chechik, G. Cagney, P. Mukherjee, A.C. Silva, M. Shales, S.R. Collins, S. van Wageningen, P. Kemmeren, F.C.P. Holstege, J.S. Weissman, M. Christopher-Keogh, D. Koller, K.M. Shokat, and N.J. Krogan (2009). "Functional Organization of the S. cerevisiae Phosphorylation Network." Cell, 136(5), 952-63. bib pdf html
topics:    BM                                    

J   G. Chechik and D. Koller (2009). "Timing of gene expression responses to environmental changes." Journal of Computational Biology, 16(2), 279-290. bib pdf
topics:    BM                                    

J   S.-I. Lee, A.M. Dudley, D. Drubin, P.A. Silver, N.J. Krogan, D. Pe’er, and D. Koller (2009). "Learning a Prior on Regulatory Potential from eQTL Data." PLOS Genetics, 5(1), e1000358. bib pdf ppt
topics:    BM                                    

J   A.J. Gentles, A.A. Alizadeh, S.-I. Lee andJ.H. Myklebust, C.M. Shachaf, B. Shahbaba, R. Levy, D. Koller, and S.K. Plevritis (2009). "A pluripotency signature predicts histologic transformationand influences survival in follicular lymphoma patients." Blood, 114, 3158-66. bib pdf html
topics:    BM                                    

J   G. Heitz, G. Elidan, B. Packer, and D. Koller (2009). "Shape-Based Object Localization for Descriptive Classification." International Journal of Computer Vision, 84(1), 40-62. [older version, 2008]bib pdf
topics:                               RP         

C   S. Gould, T. Gao, and D. Koller (2009). "Region-based Segmentation and Object Detection." Advances in Neural Information Processing Systems (NIPS 2009). bib pdf
topics:                               RP         

C   M.P. Kumar and D. Koller (2009). "Learning a Small Mixture of Trees." Advances in Neural Information Processing Systems (NIPS 2009). bib pdf
topics:                               RP         

C   S. Gould, R. Fulton, and D. Koller (2009). "Decomposing a Scene into Geometric and Semantically Consistent Regions." Proceedings of the International Conference on Computer Vision (ICCV). bib pdf
topics:                               RP         

C   M.P. Kumar and D. Koller (2009). "MAP Estimation of Semi-Metric MRFs via Hierarchical Graph Cuts." Proceedings of the Twenty-fifth Conference on Uncertainty in AI (UAI). bib pdf ppt
topics:                         MN               

C   S. Gould, F. Amat, and D. Koller (2009). "Alphabet SOUP: A Framework for Approximate Energy Minimization." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

B   D. Koller and N. Friedman (2009). Probabilistic Graphical Models: Principles and Techniques. edited by . MIT Press.bib html
topics: BN                LGM    MN               

B   D. Koller, Y. Bengio, D. Schuurmans, and L. Bottou (2009). Proceedings Advances in Neural Information Processing Systems (NIPS-08). .bib html
topics:                   LGM          RP SL      

2008
J   G. Chechik, E. Oh, O. Rando, J. Weissman, A. Regev, and D. Koller (2008). "Activity motifs reveal principles of timing in transcriptional control of the yeast metabolic network." Nature Biotechnology, 26(11), 1251-1259. bib pdf html
topics:    BM                                    

J   M. Boxem, Z. Maliga, N. Klitgord, N. Li, I. Lemmens, M. Mana, L. de Lichtervelde, J.D. Mul, D. van de Peut, M. Devos, N. Simonis, M.A. Yildirim, M. Cokol, H.-L. Kao, A.-S. de Smet, H. Wang, A.-L. Schlaitz, T. Hao, S. Milstein, C. Fan andd M. Tipsword, K. Drew, M. Galli, K. Rhrissorrakrai, D. Drechsel, D. Koller, F.P. Roth, L.M. Iakoucheva, A.K. Dunker, R. Bonneau, K.C. Gunsalus, D.E. Hill, F. Piano andd J. Tavernier, S. van den Heuvel, A.A. Hyman, and M. Vidal (2008). "A Protein Domain-Based Interactome Network for C. elegans Early Embryogenesis." Cell, 134(3), 534-545. bib html
topics:    BM                                    

J   M.E. Hillenmeyer, E. Fung, J. Wildenhain, S.E. Pierce, S. Hoon, W. Lee, M. Proctor, R.P. St.Onge, M. Tyers, D. Koller, R.B. Altman, R.W. Davis, C. Nislow, and G. Giaever (2008). "The Chemical Genomic Portrait of Yeast: Uncovering a Phenotype for All Genes." Science, 18, 362-365. bib html
topics:    BM                                    

J   G. Chechik, G. Heitz, G. Elidan, P. Abbeel, and D. Koller (2008). "Max-margin Classification of Data with Absent Features." Journal of Machine Learning Research, 9, 1-21. bib pdf
topics:                                  SL      

J   S. Gould, J. Rodgers, D. Cohen, G. Elidan, and D. Koller (2008). "Multi-Class Segmentation with Relative Location Prior." International Journal of Computer Vision, 80(3), 300-316. bib pdf
topics:                               RP         

C   D. Vickrey, A. Bronsan, W. Choi, A. Kumar, J. Turner-Maier, A. Wang, and D. Koller (2008). "Online Word Games for Semantic Data Collection." Conference on Empirical Methods in Natural Language Processing (EMNLP). bib pdf
topics:                LTW                        

C   S. Gould, P. Baumstarck, M. Quigley, A.Y. Ng, and D. Koller (2008). "Integrating Visual and Range Data for Robotic Object Detection." Proc. ECCV-08 Workshop on Multi-camera and Multi-modal Sensor Fusion Algorithms and Applications. bib pdf
topics:                               RP         

C   G. Heitz and D. Koller (2008). "Learning Spatial Context: Using Stuff to Find Things." Proc. 10th European Conference on Computer Vision. bib pdf ppt
topics:                               RP         

C   G. Heitz, S. Gould, A. Saxena, and D. Koller (2008). "Cascaded Classification Models: Combining Models for Holistic Scene Understanding." Advances in Neural Information Processing Systems (NIPS 2008). bib pdf
topics:                               RP SL      

C   G. Heitz, G. Elidan, B. Packer, and D. Koller (2008). "Shape-Based Object Localization for Descriptive Classification." Advances in Neural Information Processing Systems (NIPS 2008). [newer version, 2009]bib pdf
topics:                         MN    RP         

C   V. Ganapathi, D. Vickrey, J. Duchi, and D. Koller (2008). "Constrained Approximate Maximum Entropy Learning." Proceedings of the Twenty-fourth Conference on Uncertainty in AI (UAI). bib pdf
topics:                   LGM    MN               

C   J. Duchi, S. Gould, and D. Koller (2008). "Projected Subgradient Methods for Learning Sparse Gaussians." Proceedings of the Twenty-fourth Conference on Uncertainty in AI (UAI). bib pdf
topics:             HM    LGM    MN               

C   G. Elidan, B. Packer, G. Heitz, and D. Koller (2008). "Convex Point Estimation using Undirected Bayesian Transfer Hierarchies." Proceedings of the Twenty-fourth Conference on Uncertainty in AI (UAI). bib pdf ppt
topics:                   LGM    MN       SL      

C   D. Vickrey and D. Koller (2008). "Sentence Simplification for Semantic Role Labeling." Proceedings of the 46th Meeting of the Association forComputational Linguistics: Human Language Technologies. bib pdf
topics:                                          

B   J.C. Platt, D. Koller, Y. Singer, and S. Roweis (2008). Proceedings Advances in Neural Information Processing Systems (NIPS-07). .bib html
topics:                   LGM          RP SL      

2007
J   B.E. Stranger, A.C. Nica, M.S. Forrest, A. Dimas, C.P. Bird C. Beazley, C.E. Ingle, M. Dunning, P. Flicek, D. Koller, S. Montgomery, S. Tavaré, P. Deloukas, and E.T. Dermitzakis (2007). "Population genomics of human gene expression." Nature Genetics, 39(10), 1217-24. bib pdf
topics:    BM                                    

J   H. Wang, E. Segal, A. Ben-Hur, Q. Li, M. Vidal, and D. Koller (2007). "InSite: A computational method for identifying protein-protein interaction binding sites on a proteome-wide scale." Genome Biology, 8(9), R192.1-R192.18. bib pdf
topics:    BM                                    

C   S. Saria, U. Nodelman, and D. Koller (2007). "Reasoning at the Right Time Granularity." Proceedings of the Twenty-third Conference on Uncertainty in AI (UAI). Best student paper award. bib pdf
topics:                                     TPM   

C   S.-I. Lee, V. Chatalbashev, D. Vickrey, and D. Koller (2007). "Learning a Meta-Level Prior for Feature Relevance from Multiple Related Tasks." Proceedings of International Conference on Machine Learning (ICML). bib pdf
topics:                LTW                SL      

C   J. Duchi, D. Tarlow, G. Elidan, and D. Koller (2007). "Using Combinatorial Optimization within Max-Product Belief Propagation." Advances in Neural Information Processing Systems (NIPS 2006). bib pdf
topics:                         MN               

C   A. Battle, G. Chechik, and D. Koller (2007). "Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Task." Advances in Neural Information Processing Systems (NIPS 2006). bib pdf
topics:                         MN          TPM   

C   G. Chechik, G. Heitz, G. Elidan, P. Abbeel, and D. Koller (2007). "Max-margin classification of incomplete data." Advances in Neural Information Processing Systems (NIPS 2006). bib pdf
topics:                                  SL      

C   S.-I. Lee, V. Ganapathi, and D. Koller (2007). "Efficient Structure Learning of Markov Networks using L1-Regularization." Advances in Neural Information Processing Systems (NIPS 2006). bib pdf
topics:                   LGM    MN               

Ch   D. Koller, N. Friedman, L. Getoor, and B. Taskar (2007). "Graphical Models in a Nutshell." In L. Getoor and B. Taskar, editors, Introduction to Statistical Relational Learning. bib pdf
topics: BN                      MN               

Ch   L. Getoor, N. Friedman, D. Koller, A. Pfeffer, and B. Taskar (2007). "Probabilistic Relational Models." In L. Getoor and B. Taskar, editors, Introduction to Statistical Relational Learning. bib pdf
topics:                   LGM       RPM            

Ch   D. Heckerman, C. Meek, and D. Koller (2007). "Probabilistic Entity-Relationship Models, PRMs, and Plate Models." In L. Getoor and B. Taskar, editors, Introduction to Statistical Relational Learning. bib pdf
topics:                   LGM       RPM            

Ch   B. Taskar, P. Abbeel, M.-F. Wong, and D. Koller (2007). "Relational Markov Networks." In L. Getoor and B. Taskar, editors, Introduction to Statistical Relational Learning. bib pdf
topics:                   LGM    MN RPM            

2006
J   S.-I. Lee, D. Pe'er, A. Dudley, G. Church, and D. Koller (2006). "Identifying Regulatory Mechanisms using Individual Variation Reveals Key Role for Chromatin Modification." Proc. National Academy of Sciences, 103(38), 14062-14067. bib pdf
topics:    BM                                    

J   P. Abbeel, D. Koller, and A.Y. Ng (2006). "Learning Factor Graphs in Polynomial Time & Sample Complexity." Journal of Machine Learning Research, 7, 1743-1788. [older version, 2005]bib pdf
topics:                   LGM    MN               

C   G. Elidan, I. McGraw, and D. Koller (2006). "Residual Belief Propagation: Informed Scheduling for Asynchronous Message Passing." Proceedings of the Twenty-second Conference on Uncertainty in AI (UAI). bib pdf
topics:                         MN               

C   T. El-Hay, N. Friedman, D. Koller, and R. Kupferman (2006). "Continuous Time Markov Networks." Proceedings of the Twenty-second Conference on Uncertainty in AI (UAI). bib pdf
topics:                                     TPM   

J   B. Blum, C.R. Shelton, and D. Koller (2006). "A Continuation Method for Nash Equilibria in Structured Games." Journal of Artificial Intelligence Resarch, 25, 457-502. [older version, 2003]bib pdf
topics:       CGT                                 

C   G. Elidan, G. Heitz, and D. Koller (2006). "Learning Object Shape: From Drawings to Images." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   J. Rodgers, D. Anguelov, H.-C. Pang, and D. Koller (2006). "Object Pose Detection in Range Scan Data." Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR). bib pdf
topics:                         MN    RP         

C   R. Raina, A.Y. Ng, and D. Koller (2006). "Constructing Informative Priors using Transfer Learning." Proc. Twenty-Third International Conference on Machine Learning. bib pdf
topics:                LTW                SL      

2005
C   D. Vickrey, L. Biewald, M. Teyssier, and D. Koller (2005). "Word-Sense Disambiguation for Machine Translation." Conference on Empirical Methods in Natural Language Processing (EMNLP). bib/abs pdf
topics:                LTW                        

C   D. Anguelov, P. Srinivasan, D. Koller, S. Thrun, J. Rodgers, and J. Davis (2005). "SCAPE: Shape Completion and Animation of People." Proceedings of the 32nd International Conference on Computer Graphics and Interactive Techniques (SIGGRAPH). bib/abs pdf
topics:                               RP         

C   M. Teyssier and D. Koller (2005). "Ordering-based Search: A Simple and Effective Algorithm for Learning Bayesian Networks." Proceedings of the Twenty-first Conference on Uncertainty in AI (UAI) (pp. 584-590). bib/abs pdf
topics: BN                LGM                     

C   U. Nodelman, D. Koller, and C.R. Shelton (2005). "Expectation Propagation for Continuous Time Bayesian Networks." Proceedings of the Twenty-first Conference on Uncertainty in AI (UAI) (pp. 431-440). bib/abs pdf ps.gz
topics:                                     TPM   

C   U. Nodelman, C.R. Shelton, and D. Koller (2005). "Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks." Proceedings of the Twenty-first Conference on Uncertainty in AI (UAI) (pp. 421-430). bib/abs pdf ps.gz
topics:                                     TPM   

C   P. Abbeel, D. Koller, and A.Y. Ng (2005). "Learning Factor Graphs in Polynomial Time & Sample Complexity." Proceedings of the Twenty-first Conference on Uncertainty in AI (UAI) (pp. 1-9). [newer version, 2006]bib/abs pdf ps.gz
topics:                   LGM    MN               

J   E. Segal, N. Friedman, N. Kaminski, A. Regev, and D. Koller (2005). "From signatures to models: Understanding cancer using microarrays." Nature Genetics, 37, S38-S45. By invitation. bib/abs pdf
topics:    BM                                    

C   D. Anguelov, B. Taskar, V. Chatalbashev, D. Koller, D. Gupta, G. Heitz, and A.Y. Ng (2005). "Discriminative Learning of Markov Random Fields for Segmentation of 3D Range Data." IEEE International Conference on Computer Vision and Pattern Recognition (CVPR). bib/abs pdf
topics:                         MN    RP         

J   E. Segal, D. Pe'er, A. Regev, D. Koller, and N. Friedman (2005). "Learning Module Networks." Journal of Machine Learning Research, 6, 557-588. [older version, 2003]bib/abs pdf
topics:    BM             LGM       RPM            

C   B. Taskar, V. Chatalbashev, D. Koller, and C. Guestrin (2005). "Learning Structured Prediction Models: A Large Margin Approach." Twenty-Second International Conference on Machine Learning (ICML). bib/abs pdf ps.gz
topics:    BM             LGM       RPM    SL      

C   D. Anguelov, D. Koller, P. Srinivasan, S. Thrun, H.-C. Pang, and J. Davis (2005). "The correlated correspondence algorithm for unsupervised registration of nonrigid surfaces." Advances in Neural Information Processing Systems (NIPS 2004). bib/abs pdf
topics:                         MN    RP         

C   H. Wang, E. Segal, A. Ben-Hur, D. Koller, and D. Brutlag (2005). "Identifying protein-protein interaction sites on a genome-wide scale." Advances in Neural Information Processing Systems (NIPS 2004). bib/abs pdf
topics:    BM                      RPM            

2004
J   E. Segal, N. Friedman, D. Koller, and A. Regev (2004). "A Module Map Showing Conditional Activity of Expression Modules in Cancer." Nature Genetics, 36(3), 1090-1098. bib/abs pdf
topics:    BM                                    

C   A.J. Battle, E. Segal, and D. Koller (2004). "Probabilistic Discovery of Overlapping Cell Processes and Their Regulation." Eight Annual International Conference on Research in Computational Molecular Biology (RECOMB). bib/abs pdf ps.gz
topics:    BM             LGM                     

J   R.M. Marion, A. Regev, E. Segal, Y. Barash, D. Koller, N. Friedman, and E. O'Shea (2004). "Sfp1 is a stress- and nutrient-sensitive regulator of ribosomal protein gene expression." Proc. National Academcy of Sciences USA, 101, 14315-22. bib/abs pdf
topics:    BM                                    

J   S. Thrun, Y. Liu, D. Koller, A.Y. Ng, Z. Ghahramani, and H. Durrant-Whyte (2004). "Simultaneous localization and mapping with sparse extended information filters." International Journal of Robotics Research, 23(7/8). bib/abs pdf
topics:                               RP    TPM   

J   S. Thrun, M. Montemerlo, D. Koller, B. Wegbreit, J. Nieto, and E. Nebot (2004). "Fastslam: An efficient solution to the simultaneous localization and mapping problem with unknown data association." Journal of Machine Learning Research. To appear. bib/abs pdf
topics:                               RP    TPM   

J   L. Getoor, J. Rhee, D. Koller, and P. Small (2004). "Understanding Tuberculosis Epidemiology using Probabilistic Relational Models." Journal of Artificial Intelligence in Medicine, 30, 233-256. bib
topics:    BM                      RPM            

J   J. Y. Halpern and D. Koller (2004). "Representation dependence in probabilistic inference." Journal of Artificial Intelligence Research, 21, 319-356. Full version of IJCAI-95 paper. [older version, 1995]bib/abs pdf ps.gz
topics:                      PL                  

C   D. Anguelov, H.-C. Pang, D. Koller, P. Srinivasan, and S. Thrun (2004). "Recovering Articulated Object Models from 3D Range Data." Proceedings of the Twentieth Conference on Uncertainty in AI (UAI) (pp. 18-26). bib/abs pdf
topics:                               RP         

C   D. Anguelov, D. Koller, E. Parker, and S. Thrun (2004). "Detecting and modeling doors with mobile robots." Proceedings of the IEEE International Conference on Robotics and Automation (ICRA). bib/abs pdf
topics:                               RP         

C   B. Taskar, V. Chatalbashev, and D. Koller (2004). "Learning Associative Markov Networks." Proceedings of the Twenty-First International Conference on Machine Learning (ICML). bib/abs pdf ps.gz
topics:                   LGM    MN               

C   B. Taskar, D. Klein, M. Collins, D. Koller, and C. Manning (2004). "Max-Margin Parsing." Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). Winner of the Best Paper Award. bib/abs pdf ps.gz
topics:                LTW LGM             SL      

C   E. Segal, R. Yelensky, A. Kaushal, T. Pham, A. Regev, D. Koller, and N. Friedman (2004). "GeneXPress: A Visualization and Statistical Analysis Tool for Gene Expression and Sequence Data." Proceedings of the 11th International Conference on Intelligent Systems for Molecular Biology (ISMB). bib/abs pdf ps.gz
topics:    BM                                    

C   B. Taskar, C. Guestrin, and D. Koller (2004). "Max-Margin Markov Networks." Advances in Neural Information Processing Systems (NIPS 2003). Winner of the Best Student Paper Award. bib/abs pdf ps.gz
topics:                LTW LGM    MN       SL      

C   B. Taskar, M.-F. Wong, P. Abbeel, and D. Koller (2004). "Link Prediction in Relational Data." Advances in Neural Information Processing Systems (NIPS 2003). bib/abs pdf ps.gz
topics:                LTW          RPM            

2003
J   J. Stuart, E. Segal, D. Koller, and S. Kim (2003). "A Gene Co-Expression Network for Global Discovery of Conserved Genetic Modules." Science, 302(5643), 249-55. bib/abs pdf
topics:    BM                                    

C   B. Blum, C.R. Shelton, and D. Koller (2003). "A Continuation Method for Nash Equilibria in Structured Games." Eighteenth International Joint Conference on Artificial Intelligence (IJCAI). [newer version, 2006]bib/abs pdf ps.gz
topics:       CGT                                 

C   C. Guestrin, D. Koller, C. Gearhart, and N. Kanodia (2003). "Generalizing Plans to New Environments in Relational MDPs." Eighteenth International Joint Conference on Artificial Intelligence (IJCAI). bib/abs pdf ps.gz html
topics:          DM                              

C   M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit (2003). "FastSLAM 2.0: An Improved Particle Filtering Algorithm for Simultaneous Localization and Mapping that provably converges." Eighteenth International Joint Conference on Artificial Intelligence (IJCAI). bib/abs pdf
topics:                               RP    TPM   

J   E. Segal, M. Shapira, A. Regev, D. Pe'er, D. Botstein, D. Koller, and N. Friedman (2003). "Module Networks: Identifying Regulatory Modules and Their Condition-Specific Regulators from Gene Expression Data." Nature Genetics, 34(2), 166-176. bib/abs pdf
topics:    BM                                    

C   E. Segal, A.J. Battle, and D. Koller (2003). "Decomposing gene expression into cellular processes." Proc. Pacific Symposium on Biocomputing (PSB) (pp. 89-100). bib/abs pdf ps.gz
topics:    BM                      RPM            

J   D. Koller and B. Milch (2003). "Multi-Agent Influence Diagrams for Representing and Solving Games." Games and Economic Behavior, 45(1), 181-221. Full version of paper in IJCAI '03. [older version, 2001]bib/abs pdf ps.gz
topics:       CGT                                 

J   N. Friedman and D. Koller (2003). "Being Bayesian about Bayesian Network Structure:A Bayesian Approach to Structure Discovery in Bayesian Networks.." Machine Learning, 50(1--2), 95-125. Full version of UAI 2000 paper. [older version, 2000]bib/abs pdf ps.gz
topics: BN                LGM                     

J   C.E. Guestrin, D. Koller, R. Parr, and S. Venkataraman (2003). "Efficient Solution Algorithms for Factored MDPs." Journal of Artificial Intelligence Research, 19, 399-468. IJCAI/JAIR Best Paper Award, 2007. bib/abs pdf
topics:          DM                              

C   E. Segal, D. Pe'er, A. Regev, D. Koller, and N. Friedman (2003). "Learning Module Networks." Proc. Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 525-534). [newer version, 2005]bib/abs pdf
topics:    BM             LGM       RPM            

C   U. Nodelman, C.R. Shelton, and D. Koller (2003). "Learning Continuous Time Bayesian Networks." Proc. Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 451-458). Winner of the Best Paper Award. bib/abs pdf ps.gz
topics:                   LGM                TPM   

J   E. Segal, R. Yelensky, and D. Koller (2003). "Genome-wide Discovery of Transcriptional Modules from DNA Sequence and Gene Expression." Bioinformatics, 19(S1 (Proc. ISMB)), 1273-82. Winner of the ISMB Best Paper Award. bib/abs pdf ps.gz
topics:    BM                      RPM            

J   E. Segal, H. Wang, and D. Koller (2003). "Discovering Molecular Pathways from Protein Interaction and Gene Expression data." Bioinformatics, 19(S1 (Proc ISMB)). Winner of the ISMB Best Student Paper Award. bib/abs pdf ps.gz
topics:    BM                      RPM            

C   B. Taskar, M.-F. Wong, and D. Koller (2003). "Learning on the Test Data: Leveraging `Unseen' Features." Proc. Twentieth International Conference on Machine Learning (ICML). bib/abs pdf ps.gz
topics:                LTW LGM             SL      

2002
J   L. Getoor, N. Friedman, D. Koller, and B. Taskar (2002). "Learning probabilistic models of Relational Structure." Journal of Machine Learning Research, 3, 679-707. [older version, 2001]bib pdf
topics:                LTW LGM       RPM            

C   E. Segal, D. Koller, and D. Ormoneit (2002). "Probabilistic Abstraction Hierarchies." Advances in Neural Information Processing Systems (NIPS 2001) (pp. 913-920). bib/abs pdf ps.gz
topics:                   LGM                     

C   U. Lerner, B. Moses, M. Scott, S. McIlraith, and D. Koller (2002). "Monitoring a complex physical system using a hybrid dynamic Bayes net." Proc. Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 301-310). bib/abs pdf ps.gz
topics:             HM                      TPM   

C   M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit (2002). "FastSLAM: A Factored Solution to the Simultaneous Localization and Mapping Problem." Proceedings of the 18th National Conference on Artificial Intelligence (AAAI) (pp. 593-598). bib/abs pdf
topics:                               RP    TPM   

C   E. Segal, Y. Barash, I. Simon, N. Friedman, and D. Koller (2002). "From Promoter Sequence to Expression: A Probabilistic Framework." Sixth Annual International Conference on Research in Computational Molecular Biology (RECOMB) (pp. 263-272). bib
topics:    BM                      RPM            

C   E. Segal and D. Koller (2002). "Probabilistic Hierarchical Clustering for Biological Data." Sixth Annual International Conference on Research in Computational Molecular Biology (RECOMB) (pp. 273-280). bib
topics:                                          

C   D. Anguelov, R. Biswas, D. Koller, B. Limketkai, S. Sanner, and S. Thrun (2002). "Learning hierarchical object maps of non-stationary environments with mobile robots." Proceedings of the 17th Annual Conference on Uncertainty in AI (UAI). bib/abs pdf
topics:                               RP         

C   U. Nodelman, C.R. Shelton, and D. Koller (2002). "Continuous Time Bayesian Networks." Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 378-387). bib/abs pdf ps.gz
topics:                                     TPM   

C   B. Taskar, P. Abbeel, and D. Koller (2002). "Discriminative Probabilistic Models for Relational Data." Proc. Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI). bib/abs pdf ps.gz
topics:                LTW LGM       RPM    SL      

C   D. Vickrey and D. Koller (2002). "Multi-Agent Algorithms for Solving Graphical Games." Proceedings of the Eighteenth National Conference on Artificial Intelligence (AAAI-02) (pp. 345-351). bib/abs pdf ps.gz
topics:       CGT                                 

C   C.E. Guestrin, D. Koller, and R. Parr (2002). "Multiagent Planning with Factored MDPs." Advances in Neural Information Processing Systems (NIPS 2001) (pp. 1523-1530). bib/abs pdf
topics:          DM                              

2001
J   S. Tong and D. Koller (2001). "Support vector machine active learning with applications to text classification." Journal of Machine Learning Research, 2, 45-66. Full version of paper in ICML 2000. [older version, 2000]bib/abs pdf.gz ps.gz
topics:                LTW                SL      

C   C. Guestrin, D. Koller, and R. Parr (2001). "Max-norm Projections for Factored MDPs." Seventeenth International Joint Conference on Artificial Intelligence (IJCAI) (pp. 673-680). bib/abs pdf ps.gz
topics:          DM                              

C   S. Tong and D. Koller (2001). "Active Learning for Structure in Bayesian Networks." Seventeenth International Joint Conference on Artificial Intelligence (IJCAI) (pp. 863-869). bib/abs pdf ps.gz
topics:                   LGM                     

C   U. Chajewska, D. Koller, and D. Ormoneit (2001). "Learning an Agent's Utility Function by Observing Behavior." Proceedings of the Eighteenth International Conference on Machine Learning (ICML). bib/abs pdf ps.gz
topics:          DM                              

J   E. Segal, B. Taskar, A. Gasch, N. Friedman, and D. Koller (2001). "Rich probabilistic models for gene expression." Bioinformatics, 17(Suppl 1), S243-52. Proc. ISMB 2001. bib/abs pdf ps.gz
topics:    BM                      RPM            

C   L. Getoor, N. Friedman, D. Koller, and B. Taskar (2001). "Learning probabilistic models of Relational Structure." Proceedings of the Eighteenth International Conference on Machine Learning (pp. 170-177). [newer version, 2002]bib/abs pdf ps.gz
topics:                LTW LGM       RPM            

C   L. Getoor, B. Taskar, and D. Koller (2001). "Using Probabilistic Models for Selectivity Estimation." Proceedings of ACM SIGMOD International Conference on Management of Data (pp. 461-472). bib/abs pdf ps.gz
topics:                   LGM       RPM            

C   D. Koller and B. Milch (2001). "Multi-Agent Influence Diagrams for Representing and Solving Games." Proc. 17th International Joint Conference on Artificial Intelligence (IJCAI) (pp. 1027-1034). [newer version, 2003]bib/abs pdf ps.gz
topics:       CGT DM                              

C   U. Lerner, E. Segal, and D. Koller (2001). "Exact Inference in Networks with Discrete Children of Continuous Parents." Seventeenth Annual Conference on Uncertainty in Artificial Intelligence (UAI). bib/abs pdf ps.gz
topics: BN          HM                           

C   B. Taskar, E. Segal, and D. Koller (2001). "Probabilistic Supervised Learning and Clustering in Relational Data." Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI) (pp. 870-876). bib/abs pdf ps.gz
topics:                LTW LGM       RPM    SL      

C   S. Tong and D. Koller (2001). "Active Learning for Parameter Estimation in Bayesian Networks." Conference on Advances in Neural Infomation Processing Systems (NIPS 2000). bib/abs pdf ps.gz
topics:                   LGM                     

B   J. Breese and D. Koller (2001). Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI '01). Morgan Kaufmann.bib
topics:                                          

Ch   L. Getoor, N. Friedman, D. Koller, and A. Pfeffer (2001). "Learning Probabilistic Relational Models." In S. D\vzeroski and N. Lavrac, editors, Relational Data Mining (pp. 307-335). bib pdf ps.gz
topics:                   LGM       RPM            

Ch   D. Koller and U. Lerner (2001). "Sampling in Factored Dynamic Systems." In A. Doucet, J.F.G. de Freitas, and N. Gordon, editors, Sequential Monte Carlo Methods in Practice. [older version, 2000]bib
topics:                                     TPM   

2000
J   N. Friedman, J.Y. Halpern, and D. Koller (2000). "First-order conditional logic for default reasoning revisited." ACM Transactions on Computational Logic, 2(1), 175-207. Full version of AAAI '96 paper. [older version, 1996]bib/abs pdf
topics:                      PL                  

C   A. Pfeffer and D. Koller (2000). "Semantics and inference for recursive probability models." Proceedings of the 17th National Conference on Artificial Intelligence (AAAI) (pp. 538-544). bib/abs pdf ps.gz
topics:                            RPM            

C   S. Tong and D. Koller (2000). "Restricted Bayes optimal classifiers." Proceedings of the 17th National Conference on Artificial Intelligence (AAAI) (pp. 658-664). bib/abs pdf ps.gz full.pdf
topics:                                  SL      

C   S. Tong and D. Koller (2000). "Support vector machine active learning with applications to text classification." Proceedings of the 17th International Conference on Machine Learning (ICML) (pp. 999-1006). [newer version, 2001]bib/abs pdf ps.gz
topics:                LTW                SL      

C   G. Elidan, N. Lotner, N. Friedman, and D. Koller (2000). "Discovering hidden variables: A structure-based approach." Advances in Neural Information Processing Systems (NIPS 2000). bib/abs pdf ps.gz
topics: BN                LGM                     

C   U. Chajewska, D. Koller, and R. Parr (2000). "Making Rational Decisions using Adaptive Utility Elicitation." Proceedings of the 17th National Conference on Artificial Intelligence (AAAI) (pp. 363-369). bib/abs pdf ps.gz
topics:          DM                              

C   U. Chajewska and D. Koller (2000). "Utilities as Random Variables: Density Estimation and Structure Discovery." Proc. UAI--00 (pp. 63-71). bib/abs pdf ps.gz
topics:          DM       LGM                     

C   N. Friedman and D. Koller (2000). "Being Bayesian about Bayesian Network Structure:A Bayesian Approach to Structure Discovery in Bayesian Networks.." Proceedings of the 16th Annual Conference on Uncertainty in AI (UAI) (pp. 201-210). [newer version, 2003]bib/abs pdf ps.gz
topics: BN                LGM                     

C   D. Koller and R. Parr (2000). "Policy Iteration for Factored MDPs." Proceedings of the 16th Annual Conference on Uncertainty in AI (UAI) (pp. 326-334). bib/abs pdf ps.gz
topics:          DM                              

C   U. Lerner, R. Parr, D. Koller, and G. Biswas (2000). "Bayesian Fault Detection and Diagnosis in Dynamic Systems." Proceedings of the 17th National Conference on Artificial Intelligence (AAAI) (pp. 531-537). bib/abs pdf ps.gz
topics:             HM                      TPM   

C   B. Milch and D. Koller (2000). "Probabilistic Models for Agents' Beliefs and Decisions." Proceedings of the 16th Annual Conference on Uncertainty in AI (UAI) (pp. 389-396). bib/abs pdf ps.gz
topics:          DM                              

Ch   D. Koller and U. Lerner (2000). "Sampling in Factored Dynamic Systems." In A. Doucet, J.F.G. de Freitas, and N. Gordon, editors, Sequential Monte Carlo Methods In Practice. Invited contribution. [newer version, 2001]bib pdf ps.gz
topics:                                     TPM   

C   A. Rodríguez, R. Parr, and D. Koller (2000). "Reinforcement Learning Using Approximate Belief States." Advances in Neural Information Processing Systems (NIPS '99) (pp. 1036-1042). bib/abs pdf ps.gz
topics:          DM                              

C   A.Y. Ng, R. Parr, and D. Koller (2000). "Policy Search via Density Estimation." Advances in Neural Information Processing Systems (NIPS '99). bib/abs pdf ps.gz
topics:          DM                              

1999
C   X. Boyen, N. Friedman, and D. Koller (1999). "Discovering the hidden structure of complex dynamic systems." Proceedings of the 15th Annual Conference on Uncertainty in AI (UAI) (pp. 206-215). bib/abs pdf ps.gz
topics:                   LGM                TPM   

C   X. Boyen and D. Koller (1999). "Exploiting the Architecture of Dynamic Systems." Proceedings of the 16th National Conference on Artificial Intelligence (AAAI) (pp. 313-320). bib/abs pdf ps.gz
topics:                                     TPM   

C   N. Friedman, L. Getoor, D. Koller, and A. Pfeffer (1999). "Learning probabilistic relational models." Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence (IJCAI-99) (pp. 1300-1309). bib/abs pdf ps.gz
topics:                   LGM       RPM            

C   M. J. Kearns and D. Koller (1999). "Efficient Reinforcement Learning in Factored MDPs." Proc. Sixteenth International Joint Conference on Artificial Intelligence (IJCAI) (pp. 740-747). bib/abs pdf ps.gz
topics:          DM                              

C   D. Koller, U. Lerner, and D. Anguelov (1999). "A General Algorithm for Approximate Inference and Its Application to Hybrid Bayes Nets." Proc. Fourteenth Annual Conference on Uncertainty in AI (UAI) (pp. 324-333). bib/abs pdf ps.gz
topics:             HM                      TPM   

C   D. Koller and R. Parr (1999). "Computing factored value functions for policies in structured MDPs." Proc. Sixteenth International Joint Conference on Artificial Intelligence (IJCAI) (pp. 1332-1339). bib/abs pdf ps.gz
topics:          DM                              

C   A. Pfeffer, D. Koller, B. Milch, and K. Takusagawa (1999). "SPOOK: A system for probabilistic object-oriented knowledge representation." Proceedings of the 15th Annual Conference on Uncertainty in AI (UAI) (pp. 541-550). bib/abs pdf ps.gz
topics:                            RPM            

C   X. Boyen and D. Koller (1999). "Approximate learning of dynamic models." Advances in Neural Information Processing Systems (NIPS) (pp. 396-402). bib/abs pdf ps.gz
topics:                   LGM                TPM   

Ch   D. Koller (1999). "Probabilistic relational models." In Sa\vso D\vzeroski and Peter Flach, editors, Proceedings of 9th International Workshop on Inductive Logic Programming (ILP) (pp. 3-13). Invited contribution. bib
topics:                            RPM            

Ch   D. Koller (1999). "Game Theory." In R.A. Wilson and F.C. Keil, editors, MIT Encyclopedia for Cognitive Science (pp. 338-340). bib
topics:       CGT                                 

1998
C   X. Boyen and D. Koller (1998). "Tractable Inference for Complex Stochastic Processes." Proc. Fourteenth Annual Conference on Uncertainty in AI (UAI) (pp. 33-42). bib/abs pdf full.pdf full.ps.gz
topics:                                     TPM   

C   N. Friedman, D. Koller, and A. Pfeffer (1998). "Structured representation of complex stochastic systems." Proceedings of the 15th National Conference on Artificial Intelligence (AAAI) (pp. 157-164). bib/abs pdf ps.gz
topics:                            RPM       TPM   

C   D. Koller and R. Fratkina (1998). "Using Learning for Approximation in Stochastic Processes." Proc. Fifteenth International Conference on Machine Learning (ICML) (pp. 287-295). bib/abs pdf ps.gz
topics:                                     TPM   

C   D. Koller and A. Pfeffer (1998). "Probabilistic frame-based systems." Proceedings of the 15th National Conference on Artificial Intelligence (AAAI) (pp. 580-587). bib/abs pdf ps.gz
topics:                            RPM            

1997
J   D.R. Karger and D. Koller (1997). "(De)randomized construction of small sample spaces in NC." Journal of Computer and System Sciences, 55(3), 402-413. Full version of paper from FOCS '94. [older version, 1994]bib/abs pdf ps.gz
topics:                                        TCS

J   B. von Stengel and D. Koller (1997). "Team-maxmin equilibria." Games and Economic Behavior, 21, 309-321. bib/abs pdf
topics:       CGT                               TCS

C   D. Koller and M. Sahami (1997). "Hierarchically classifying documents using very few words." Proceedings of the 14th International Conference on Machine Learning (ICML) (pp. 170-178). bib/abs pdf ps.gz
topics:                LTW                SL      

J   J. Binder, D. Koller, S.J. Russell, and K. Kanazawa (1997). "Adaptive probabilistic networks with hidden variables." Machine Learning, 29(2--3), 213-244. Full version of IJCAI '95 paper. bib/abs pdf ps.gz
topics: BN                LGM                     

J   D. Koller and A. Pfeffer (1997). "Representations and Solutions for Game-Theoretic Problems." Artificial Intelligence, 94(1), 167-215. Full version of paper in IJCAI '95. bib/abs pdf ps.gz
topics:       CGT                                 

C   E. Bauer, D. Koller, and Y. Singer (1997). "Update rules for parameter estimation in Bayesian networks." Proc. Thirteenth Annual Conference on Uncertainty in AI (UAI) (pp. 3-13). bib/abs pdf ps.gz
topics: BN                LGM                     

C   D. Koller and A. Pfeffer (1997). "Object-Oriented Bayesian Networks." Proceedings of the 13th Annual Conference on Uncertainty in AI (UAI) (pp. 302-313). Winner of the Best Student Paper Award. bib/abs pdf ps.gz
topics: BN                         RPM            

C   D. Koller, D. McAllester, and A. Pfeffer (1997). "Effective Bayesian Inference for Stochastic Programs." Proceedings of the 14th National Conference on Artificial Intelligence (AAAI) (pp. 740-747). bib/abs pdf ps.gz
topics:                            RPM            

C   D. Koller, A. Levy, and A. Pfeffer (1997). "P-Classic: A Tractable Probabilistic Description Logic." Proceedings of the 14th National Conference on Artificial Intelligence (AAAI) (pp. 390-397). bib/abs pdf ps.gz
topics:                            RPM            

C   D. Koller and A. Pfeffer (1997). "Learning probabilities for noisy first-order rules." Proceedings of the International Joint Conference on Artificial Intelligence (pp. 1316-1321). bib/abs pdf ps.gz
topics:                   LGM       RPM            

C   A. V. Kozlov and D. Koller (1997). "Nonuniform dynamic discretization in hybrid networks." Proc. Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI) (pp. 314-325). bib/abs pdf ps.gz
topics: BN          HM                           

C   D. Florescu, D. Koller, and A. Levy (1997). "Using probabilistic information in data integration." Proceedings of the Conference on Very Large Databases (VLDB) (pp. 216-225). bib/abs pdf ps.gz
topics:                                          

1996
C   N. Friedman, J.Y. Halpern, and D. Koller (1996). "First-order conditional logic revisited." Proceedings of the 13th National Conference on Artificial Intelligence (AAAI) (pp. 1305-1312). [newer version, 2000]bib/abs pdf ps.gz
topics:                      PL                  

C   C. Boutilier, N. Friedman, M. Goldszmidt, and D. Koller (1996). "Context-specific independence in Bayesian networks." Proceedings of the Twelfth Annual Conference on Uncertainty in Artificial Intelligence (UAI '96) (pp. 115-123). bib/abs pdf ps.gz
topics: BN                                       

J   D. Koller (1996). "Structured representations and intractibility." ACM Computing Surveys, 28(4). Invited contribution to the ACM Workshop on Strategic Directions in Computing Research, AI Working Group. bib html
topics:                                          

J   D. Koller and Y. Shoham (1996). "Information agents: A new challenge for AI." IEEE Expert, 8-10. Invited contribution. bib pdf ps.gz
topics:                                          

J   D. Koller and N. Megiddo (1996). "Finding mixed strategies with small supports in extensive form games." International Journal of Game Theory, 25(1), 73-92. bib/abs pdf ps.gz
topics:       CGT                                 

J   A.J. Grove, J.Y. Halpern, and D. Koller (1996). "Asymptotic conditional probabilities: The non-unary case." Journal of Symbolic Logic, 61(1), 250-276. Full version of paper in STOC '92. bib/abs pdf ps.gz
topics:                      PL                  

J   A.J. Grove, J.Y. Halpern, and D. Koller (1996). "Asymptotic conditional probabilities: The unary case." SIAM Journal on Computing, 25(1), 1-51. Full version of paper in STOC '92. bib/abs pdf ps.gz
topics:                      PL                  

J   D. Koller, N. Megiddo, and B. von Stengel (1996). "Efficient Computation of Equilibria for Extensive Two-Person Games." Games and Economic Behavior, 14(2). bib/abs pdf ps.gz
topics:       CGT                               TCS

J   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1996). "From statistical knowledge bases to degrees of belief." Artificial Intelligence, 87(1--2), 75-143. Full version of AAAI '92 article. bib/abs pdf ps.gz
topics:                      PL                  

C   D. Koller and J. Y. Halpern (1996). "Irrelevance and conditioning in first-order probabilistic logic." Proceedings of the 13th National Conference on Artificial Intelligence (AAAI) (pp. 569-576). bib/abs pdf ps.gz
topics:                      PL                  

C   D. Koller and M. Sahami (1996). "Toward Optimal Feature Selection." Proceedings of the Thirteenth International Conference on Machine Learning (ICML) (pp. 284-292). bib/abs pdf ps.gz
topics:                LTW                SL      

1995
C   J.Y. Halpern and D. Koller (1995). "Representation dependence in probabilistic inference." Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI) (pp. 1852-1860). [newer version, 2004]bib/abs pdf ps.gz
topics:                      PL                  

C   S.J. Russell, J. Binder, D. Koller, and K. Kanazawa (1995). "Local learning in probabilistic networks with hidden variables." Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI) (pp. 1146-1152). bib
topics: BN                LGM                     

C   D. Koller and A. Pfeffer (1995). "Generating and solving imperfect information games." Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI) (pp. 1185-1192). bib/abs pdf ps.gz
topics:       CGT                               TCS

C   J. Feigenbaum, D. Koller, and P. Shor (1995). "A game-theoretic classification of interactive complexity classes." Proceedings of the 10th Annual IEEE Conference on Structure in Complexity Theory (STRUCTURES) (pp. 227-237). bib/abs pdf ps.gz
topics:                                        TCS

C   K. Kanazawa, D. Koller, and S.J. Russell (1995). "Stochastic simulation algorithms for dynamic probabilistic networks." Proceedings of the Eleventh Annual Conference on Uncertainty in AI (UAI '95) (pp. 346-351). bib/abs pdf ps.gz
topics:                                     TPM   

C   S. Glesner and D. Koller (1995). "Constructing flexible dynamic belief networks from first-order probabilistic knowledge bases." Proceedings of the European Conference on Symbolic andQuantitative Approaches to Reasoning and Uncertainty (ECSQARU '95) (pp. 217-226). bib/abs pdf ps.gz
topics:                            RPM            

1994
C   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1994). "Forming Beliefs about a Changing World." Proceedings of the 12th National Conference on Artificial Intelligence (AAAI) (pp. 222-229). bib/abs pdf ps.gz
topics:                      PL                  

J   F. Bacchus, A.J. Grove, J.Y. Halpern, and D. Koller (1994). "A Response to `Believing on the basis of evidence'." Computational Intelligence, 10(1), 21-25. Invited contribution. bib pdf ps.gz
topics:                      PL                  

J   D. Koller and N. Megiddo (1994). "Constructing Small Sample Spaces Satisfying Given Constraints." Siam Journal on Discrete Mathematics, 7(2), 260-274. Full version of paper in STOC '93. bib/abs pdf ps.gz
topics:                                        TCS

J   A. J. Grove, J. Y. Halpern, and D. Koller (1994). "Random worlds and maximum entropy." Journal of Artificial Intelligence Research, 2, 33-88. Full version of LICS '92 paper. [older version, 1992]bib/abs pdf ps.gz
topics:                      PL                  

J   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1994). "A response to: ``Believing on the basis of evidence''." Computational Intelligence, 10(1), 21-25. bib/abs pdf
topics:                      PL                  

C   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1994). "Generating new beliefs from old." Proceedings of the 10th Annual Conference on Uncertainty in AI (UAI) (pp. 37-45). bib/abs pdf
topics:                      PL                  

C   D. Koller, N. Megiddo, and B. von Stengel (1994). "Fast Algorithms for Finding Randomized Strategies in Game Trees." Proceedings of the 26th ACM Symposium on Theory of Computing (STOC '94) (pp. 750-759). bib/abs pdf ps.gz
topics:       CGT                               TCS

C   D.R. Karger and D. Koller (1994). "(De)randomized construction of small sample spaces in NC." Proceedings of the 35nd Annual Symposium on the Foundations of Computer Science (FOCS) (pp. 252-263). [newer version, 1997]bib/abs pdf ps.gz
topics:                                        TCS

1993
J   D.R. Karger, D. Koller, and S. J. Phillips (1993). "Finding the hidden path: time bounds for all-pairs shortest paths." SIAM Journal on Computing, 22(6), 1199-1217. Full version of paper in FOCS '91. bib/abs pdf ps.gz
topics:                                        TCS

C   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1993). "Statistical Foundations for Default Reasoning." Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence (IJCAI '93) (pp. 563-569). bib/abs pdf ps.gz
topics:                      PL                  

Ch   F. Bacchus, A.J. Grove, J.Y. Halpern, and D. Koller (1993). "Generating degrees of belief from statistical information: an overview." In Proceedings of the 13th Conference on Foundations of Software Technology and Theoretical Computer Science (pp. 318-325). Invited contribution. bib/abs pdf ps.gz
topics:                      PL                  

1992
C   A.J. Grove, J.Y. Halpern, and D. Koller (1992). "Random worlds and maximum entropy." Proceedings of the 7th Annual IEEE Symposium on Logic in Computer Science (LICS) (pp. 22-33). [newer version, 1994]bib
topics:                      PL                  

J   D. Koller and N. Megiddo (1992). "The complexity of two-person zero-sum games in extensive form." Games and Economic Bahavior, 4(4), 528-552. bib/abs pdf
topics:       CGT                               TCS

C   F. Bacchus, A. J. Grove, J. Y. Halpern, and D. Koller (1992). "From Statistics to Belief." Proceedings of the Tenth National Conference on Artificial Intelligence (AAAI '92) (pp. 602-608). bib/abs pdf
topics:                      PL                  

C   A. J. Grove, J. Y. Halpern, and D. Koller (1992). "Asymptotic conditional probabilities for first-order logic." Proceedings of the 24th ACM Symposium on Theory of Computing (STOC) (pp. 294-305). bib/abs pdf ps.gz
topics:                      PL                  

C   D. Koller and J. Y. Halpern (1992). "A logic for approximate reasoning." Proceedings of the Third International Conference on Principles of Knowledge Representation and Reasoning (KR) (pp. 153-164). bib/abs pdf ps.gz
topics:                      PL                  

1991
C   A.J. Grove and D. Koller (1991). "Probability estimation in face of irrelevant information." Proceedings of the 7th Annual Conference on Uncertainty in AI (UAI) (pp. 127-134). bib/abs pdf ps.gz
topics:                      PL                  

J   A. Bar-Noy, D. Dolev, D. Koller, and D. Peleg (1991). "Fault-tolerant critical section management in asynchronous environments." Information and Computation, 91(1), 1-20. Full version of paper in WDAG '89. bib
topics:                                        TCS

1987
C   H. Attiya, A. Bar-Noy, D. Dolev, D. Koller, D. Peleg, and R. Reischuk (1987). "Achievable cases in an asynchronous environment." Proceedings of the 28th Annual Symposium on the Foundations of Computer Science (FOCS) (pp. 337-346). bib
topics:                                        TCS

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