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Peptide-Spectra Matching from Weak Supervision


Aug 22, 2018
Samuel S. Schoenholz, Sean Hackett, Laura Deming, Eugene Melamud, Navdeep Jaitly, Fiona McAllister, Jonathon O'Brien, George Dahl, Bryson Bennett, Andrew M. Dai, Daphne Koller


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Inferring Multi-Dimensional Rates of Aging from Cross-Sectional Data


Jul 12, 2018
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

* Accepted at Joint ICML and IJCAI Workshop on Computational Biology, 2018 

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Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (2001)


Aug 28, 2014
John Breese, Daphne Koller


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Tuned Models of Peer Assessment in MOOCs


Jul 09, 2013
Chris Piech, Jonathan Huang, Zhenghao Chen, Chuong Do, Andrew Ng, Daphne Koller

* Proceedings of The 6th International Conference on Educational Data Mining (EDM 2013) 

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Probability Estimation in Face of Irrelevant Information


Mar 20, 2013
Adam J. Grove, Daphne Koller

* Appears in Proceedings of the Seventh Conference on Uncertainty in Artificial Intelligence (UAI1991) 

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Generating New Beliefs From Old


Feb 27, 2013
Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller

* Appears in Proceedings of the Tenth Conference on Uncertainty in Artificial Intelligence (UAI1994) 

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Stochastic Simulation Algorithms for Dynamic Probabilistic Networks


Feb 20, 2013
Keiji Kanazawa, Daphne Koller, Stuart Russell

* Appears in Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence (UAI1995) 

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Context-Specific Independence in Bayesian Networks


Feb 13, 2013
Craig Boutilier, Nir Friedman, Moises Goldszmidt, Daphne Koller

* Appears in Proceedings of the Twelfth Conference on Uncertainty in Artificial Intelligence (UAI1996) 

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Nonuniform Dynamic Discretization in Hybrid Networks


Feb 06, 2013
Alexander V. Kozlov, Daphne Koller

* Appears in Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI1997) 

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Object-Oriented Bayesian Networks


Feb 06, 2013
Daphne Koller, Avi Pfeffer

* Appears in Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI1997) 

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Update Rules for Parameter Estimation in Bayesian Networks


Feb 06, 2013
Eric Bauer, Daphne Koller, Yoram Singer

* Appears in Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI1997) 

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Tractable Inference for Complex Stochastic Processes


Jan 30, 2013
Xavier Boyen, Daphne Koller

* Appears in Proceedings of the Fourteenth Conference on Uncertainty in Artificial Intelligence (UAI1998) 

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SPOOK: A System for Probabilistic Object-Oriented Knowledge Representation


Jan 23, 2013
Avi Pfeffer, Daphne Koller, Brian Milch, Ken T. Takusagawa

* Appears in Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999) 

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A General Algorithm for Approximate Inference and its Application to Hybrid Bayes Nets


Jan 23, 2013
Daphne Koller, Uri Lerner, Dragomir Anguelov

* Appears in Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999) 

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Discovering the Hidden Structure of Complex Dynamic Systems


Jan 23, 2013
Xavier Boyen, Nir Friedman, Daphne Koller

* Appears in Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999) 

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Probabilistic Models for Agents' Beliefs and Decisions


Jan 16, 2013
Brian Milch, Daphne Koller

* Appears in Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI2000) 

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Policy Iteration for Factored MDPs


Jan 16, 2013
Daphne Koller, Ron Parr

* Appears in Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI2000) 

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Being Bayesian about Network Structure


Jan 16, 2013
Nir Friedman, Daphne Koller

* Appears in Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI2000) 

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Utilities as Random Variables: Density Estimation and Structure Discovery


Jan 16, 2013
Urszula Chajewska, Daphne Koller

* Appears in Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI2000) 

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Exact Inference in Networks with Discrete Children of Continuous Parents


Jan 10, 2013
Uri Lerner, Eran Segal, Daphne Koller

* Appears in Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI2001) 

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Discriminative Probabilistic Models for Relational Data


Dec 12, 2012
Ben Taskar, Pieter Abbeel, Daphne Koller

* Appears in Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI2002) 

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Continuous Time Bayesian Networks


Dec 12, 2012
Uri Nodelman, Christian R. Shelton, Daphne Koller

* Appears in Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI2002) 

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Monitoring a Complez Physical System using a Hybrid Dynamic Bayes Net


Dec 12, 2012
Uri Lerner, Brooks Moses, Maricia Scott, Sheila McIlraith, Daphne Koller

* Appears in Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI2002) 

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Learning Hierarchical Object Maps Of Non-Stationary Environments with mobile robots


Dec 12, 2012
Dragomir Anguelov, Rahul Biswas, Daphne Koller, Benson Limketkai, Sebastian Thrun

* Appears in Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI2002) 

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Learning Module Networks


Oct 19, 2012
Eran Segal, Dana Pe'er, Aviv Regev, Daphne Koller, Nir Friedman

* Appears in Proceedings of the Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI2003) 

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Learning Continuous Time Bayesian Networks


Oct 19, 2012
Uri Nodelman, Christian R. Shelton, Daphne Koller

* Appears in Proceedings of the Nineteenth Conference on Uncertainty in Artificial Intelligence (UAI2003) 

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Recovering Articulated Object Models from 3D Range Data


Jul 11, 2012
Dragomir Anguelov, Daphne Koller, Hoi-Cheung Pang, Praveen Srinivasan, Sebastian Thrun

* Appears in Proceedings of the Twentieth Conference on Uncertainty in Artificial Intelligence (UAI2004) 

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Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks


Jul 04, 2012
Marc Teyssier, Daphne Koller

* Appears in Proceedings of the Twenty-First Conference on Uncertainty in Artificial Intelligence (UAI2005) 

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Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks


Jul 04, 2012
Uri Nodelman, Christian R. Shelton, Daphne Koller

* Appears in Proceedings of the Twenty-First Conference on Uncertainty in Artificial Intelligence (UAI2005) 

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Expectation Propagation for Continuous Time Bayesian Networks


Jul 04, 2012
Uri Nodelman, Daphne Koller, Christian R. Shelton

* Appears in Proceedings of the Twenty-First Conference on Uncertainty in Artificial Intelligence (UAI2005) 

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