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Vision
| Stephen Gould, Richard Fulton, and Daphne Koller (2009). "Decomposing a Scene into Geometric and Semantically Consistent Regions." Proceeding of International Conference on Computer Vision (ICCV).
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| Stephen Gould, Tianshi Gao, and Daphne Koller (2009). "Region-based Segmentation and Object Detection." 23rd Neural Information Processing Systems (NIPS).
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| Geremy Heitz, Stephen Gould, Ashutosh Saxena, and Daphne Koller (2008). "Cascaded Classification Models: Combining Models for Holistic Scene Understanding." 22nd Neural Information Processing Systems (NIPS).
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| Stephen Gould, Jim Rodgers, David Cohen, Gal Elidan, and Daphne Koller (2008). "Multi-Class Segmentation with Relative Location Prior." International Journal of Computer Vision (IJCV).
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| Gal Elidan, Geremy Heitz, and Daphne Koller (2006). "Learning Object Shape: From Drawnings to Images." Proceedings of Computer Vision and Pattern Recognition (CVPR).
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Pathways
| Gal Chechik, Eugene Oh, Oliver Rando, Jonathan Weissman, Aviv Regev, and Daphne Koller (2008). "Activity motifs reveal principles of timing in transcriptional control of the yeast metabolic network." Nature Biotechnology.
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| Gal Chechik and Daphne Koller (2008). "Timing properties of gene expression responses to environmental changes." J. Comp. Biol.
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| Gal Chechik, Geremy Heitz, Gal Elidan, Pieter Abbeel, and Daphne Koller (2006). "Max Margin classification of incomplete data." 20th Neural Information Processing Systems (NIPS).
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fMRI
| Alexis Battle, Gal Chechik, and Daphne Koller (2006). "Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks." 20th Neural Information Processing Systems (NIPS).
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CTBN
| Uri Nodelman, Christian R. Shelton, and Daphne Koller (2002). "Continuous Time Bayesian Networks." Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (pp. 378-387).
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MDP
| Carlos Guestrin and Geoffrey Gordon (2002). "Distributed Planning in Hierarchical Factored MDPs." The Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI-2002) (pp. 197-206).
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| Christian R. Shelton (2002). "Reinforcement Learning with Partially Known World Dynamics." Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (pp. 461-468).
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| Carlos Guestrin, Relu Patrascu, and Dale Schuurmans (2002). "Algorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs." The Nineteenth International Conference on Machine Learning (ICML-2002) (pp. 235-242).
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| Carlos Guestrin, Shobha Venkataraman, and Daphne Koller (2002). "Context Specific Multiagent Coordination and Planning with Factored MDPs." The Eighteenth National Conference on Artificial Intelligence (AAAI-2002) (pp. 253-259).
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| Carlos Guestrin, Michail Lagoudakis, and Ronald Parr (2002). "Coordinated Reinforcement Learning." The Nineteenth International Conference on Machine Learning (ICML-2002) (pp. 227-234).
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| Leonid Peshkin and Christian R. Shelton (2002). "Learning from Scarce Experience." Proceedings of the Nineteenth International Conference on Machine Learning (pp. 498-505).
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| Carlos Guestrin, Daphne Koller, Ronald Parr, and Shobha Venkataraman (2002). "Efficient Solution Algorithms for Factored MDPs." Accepted in Journal of Artificial Intelligence Research (JAIR).
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| Carlos Guestrin, Daphne Koller, and Ronald Parr (2001). "Multiagent Planning with Factored MDPs." 14th Neural Information Processing Systems (NIPS-14) (pp. 1523-1530).
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| Carlos Guestrin, Daphne Koller, and Ronald Parr (2001). "Max-norm Projections for Factored MDPs." The Seventeenth International Joint Conference on Artificial Intelligence (IJCAI-01) (pp. 673 - 680).
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| Carlos Guestrin and Dirk Ormoneit (2001). "Robust Combination of Local Controllers." The seventeenth Conference on Uncertainty in Artificial Intelligence (UAI-01) (pp. 178 - 185).
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| Carlos Guestrin, Daphne Koller, and Ronald Parr (2001). "Solving Factored POMDPs with Linear Value Functions." Seventeenth International Joint Conference on Artificial Intelligence (IJCAI-01) workshop on Planning under Uncertainty and Incomplete Information (pp. 67 - 75).
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Robotics
| Dragomir Anguelov, Rahul Biswas, Daphne Koller, Benson Limketkai, and Sebastian Thrun (2002). "Learning Hierarchical Object Maps Of Non-Stationary Environments With Mobile Robots." Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (pp. 10-17).
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| Rahul Biswas, Benson Limketkai, Scott Sanner, and Sebastian Thrun (2002). "Towards Object Mapping in Non-Stationary Environments With Mobile Robots." Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems.
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DAGS - Daphne's Approximate Group of Students. All rights reserved.