Papers Daphne Koller Publications Research Areas Publication Type Years BN Bayesian Networks    BM Biology and Medicine CGT Computational Game Theory    DM Decision Making HM Hybrid Models    LTW Language and Web LGM Learning Graphical Models    PL Logic and Probabilistic Logic MN Markov Networks    RPM Richer Probabilistic Models RP Robotics and Perception    SL Supervised Learning TPM Temporal Probabilistic Models    TCS Theoretical Computer Science J Journal Article C Conference Paper B Book Ch Book Chapter T Technical Report PhD PhD Disseration 1985 - 1989 1990 - 1994 1995 - 1999 2000 - 2004 2005 - 2009 2010 - 2014 Type Reference Download topics: BN BM CGT DM HM LTW LGM PL MN RPM RP SL TPM TCS 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 topics:                               RP          C   D. Vickrey, C. Lin, and D. Koller (2010). "Non-Local Contrastive Objectives." Proceedings of International Conference on Machine Learning (ICML). bib 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 topics:                         MN    RP          B   D. Koller and N. Friedman (2009). Probabilistic Graphical Models: Principles and Techniques. edited by . MIT Press. bib 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 topics:                                           B   J.C. Platt, D. Koller, Y. Singer, and S. Roweis (2008). Proceedings Advances in Neural Information Processing Systems (NIPS-07). . bib 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 topics:                                        TCS J   B. von Stengel and D. Koller (1997). "Team-maxmin equilibria." Games and Economic Behavior, 21, 309-321. bib/abs 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 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 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 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 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 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 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 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 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 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 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 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 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 topics:                                           J   D. Koller and Y. Shoham (1996). "Information agents: A new challenge for AI." IEEE Expert, 8-10. Invited contribution. bib 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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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