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Daphne Koller

Papers on DiSC'02


Selectivity estimation using probabilistic models

Publications


Note: Links lead to the DBLP on the Web.

Daphne Koller

62 Daphne Koller, Brian Milch : Multi-Agent Influence Diagrams for Representing and Solving Games. IJCAI 2001 : 1027-1036

61 Carlos Guestrin , Daphne Koller, Ronald Parr : Max-norm Projections for Factored MDPs. IJCAI 2001 : 673-682

60 Simon Tong , Daphne Koller: Active Learning for Structure in Bayesian Networks. IJCAI 2001 : 863-869

59 Benjamin Taskar , Eran Segal , Daphne Koller: Probabilistic Classification and Clustering in Relational Data. IJCAI 2001 : 870-878

58 Eran Segal , Benjamin Taskar , Audrey Gasch , Nir Friedman , Daphne Koller: Rich probabilistic models for gene expression. ISMB (Supplement of Bioinformatics) 2001 : 243-252

57 Lise Getoor , Benjamin Taskar , Daphne Koller: Selectivity Estimation using Probabilistic Models. SIGMOD Conference 2001

56 Simon Tong , Daphne Koller: Support Vector Machine Active Learning with Applications to Text Classification. Journal of Machine Learning Research 2 : 45-66 (2001)

55 Urszula Chajewska , Daphne Koller, Ronald Parr : Making Rational Decisions Using Adaptive Utility Elicitation. AAAI/IAAI 2000 : 363-369

54 Uri Lerner , Ronald Parr , Daphne Koller, Gautam Biswas : Bayesian Fault Detection and Diagnosis in Dynamic Systems. AAAI/IAAI 2000 : 531-537

53 Avi Pfeffer , Daphne Koller: Semantics and Inference for Recursive Probability Models. AAAI/IAAI 2000 : 538-544

52 Simon Tong , Daphne Koller: Restricted Bayes Optimal Classifiers. AAAI/IAAI 2000 : 658-664

51 Gal Elidan , Noam Lotner , Nir Friedman , Daphne Koller: Discovering Hidden Variables: A Structure-Based Approach. NIPS 2000 : 479-485

50 Simon Tong , Daphne Koller: Active Learning for Parameter Estimation in Bayesian Networks. NIPS 2000 : 647-653

49 Marie desJardins , Lise Getoor , Daphne Koller: Using Feature Hierarchies in Bayesian Network Learning. SARA 2000 : 260-270

48 Nir Friedman , Joseph Y. Halpern , Daphne Koller: First-order conditional logic for default reasoning revisited. TOCL 1 (2): 175-207 (2000)

47 Xavier Boyen , Daphne Koller: Exploiting the Architecture of Dynamic Systems. AAAI/IAAI 1999 : 313-320

46 Nir Friedman , Lise Getoor , Daphne Koller, Avi Pfeffer : Learning Probabilistic Relational Models. IJCAI 1999 : 1300-1309

45 Daphne Koller, Ronald Parr : Computing Factored Value Functions for Policies in Structured MDPs. IJCAI 1999 : 1332-1339

44 Michael J. Kearns , Daphne Koller: Efficient Reinforcement Learning in Factored MDPs. IJCAI 1999 : 740-747

43 Daphne Koller: Probabilistic Relational Models. ILP 1999 : 3-13

42 Daphne Koller: Structured Probabilistic Models: Bayesian Networks and Beyond. AAAI/IAAI 1998 : 1210-1211

41 Nir Friedman , Daphne Koller, Avi Pfeffer : Structured Representation of Complex Stochastic Systems. AAAI/IAAI 1998 : 157-164

40 Daphne Koller, Avi Pfeffer : Probabilistic Frame-Based Systems. AAAI/IAAI 1998 : 580-587

39 Daphne Koller, Alon Y. Levy , Avi Pfeffer : P-CLASSIC: A Tractable Probablistic Description Logic. AAAI/IAAI 1997 : 390-397

38 Daphne Koller, David A. McAllester , Avi Pfeffer : Effective Bayesian Inference for Stochastic Programs. AAAI/IAAI 1997 : 740-747

37 Daphne Koller, Mehran Sahami : Hierarchically Classifying Documents Using Very Few Words. ICML 1997 : 170-178

36 Daphne Koller, Avi Pfeffer : Learning Probabilities for Noisy First-Order Rules. IJCAI 1997 : 1316-1323

35 Daniela Florescu , Daphne Koller, Alon Y. Levy : Using Probabilistic Information in Data Integration. VLDB 1997 : 216-225

34 Daphne Koller, Avi Pfeffer : Representations and Solutions for Game-Theoretic Problems. Artificial Intelligence 94 (1-2): 167-215 (1997)

33 David R. Karger , Daphne Koller: (De)randomized Construction of Small Sample Spaces in NC. JCSS 55 (3): 402-413 (1997)

32 John Binder , Daphne Koller, Stuart J. Russell , Keiji Kanazawa : Adaptive Probabilistic Networks with Hidden Variables. Machine Learning 29 (2-3): 213-244 (1997)

31 Daphne Koller, Joseph Y. Halpern : Irrelevance and Conditioning in First-Order Probabilistic Logic. AAAI/IAAI, Vol. 1 1996 : 569-576

30 Nir Friedman , Joseph Y. Halpern , Daphne Koller: First-Order Conditional Logic Revisited. AAAI/IAAI, Vol. 2 1996 : 1305-1312

29 Daphne Koller, Mehran Sahami : Toward Optimal Feature Selection. ICML 1996 : 284-292

28 Daphne Koller: Structured Representations and Intractability. ACM Computing Surveys 28 (4es): 8 (1996)

27 Fahiem Bacchus , Adam J. Grove , Joseph Y. Halpern , Daphne Koller: From Statistical Knowledge Bases to Degrees of Belief. Artificial Intelligence 87 (1-2): 75-143 (1996)

26 Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Asymptotic Conditional Probabilities: The Unary Case. SIAM J. Comput. 25 (1): 1-51 (1996)

25 Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Asymptotic Conditional Probabilities: The Non-Unary Case. The Journal of Symbolic Logic 61 (1): 250-276 (1996)

24 Sabine Glesner , Daphne Koller: Constructing Flexible Dynamic Belief Networks from First-Order Probalistic Knowledge Bases. ECSQARU 1995 : 217-226

23 Quang-Tuan Luong , J. Weber , Daphne Koller, Jitendra Malik : An Integrated Stereo-Based Approach to Automatic Vehicle Guidance. ICCV 1995 : 52-57

22 Stuart J. Russell , John Binder , Daphne Koller, Keiji Kanazawa : Local Learning in Probabilistic Networks with Hidden Variables. IJCAI 1995 : 1146-1152

21 Daphne Koller, Avi Pfeffer : Generating and Solving Imperfect Information Games. IJCAI 1995 : 1185-1193

20 Joseph Y. Halpern , Daphne Koller: Representation Dependence in Probabilistic Inference. IJCAI 1995 : 1853-1861

19 Joan Feigenbaum , Daphne Koller, Peter W. Shor : A Game-Theoretic Classification of Interactive Complexity Classes. Structure in Complexity Theory Conference 1995 : 227-237

18 Fahiem Bacchus , Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Forming Beliefs about a Changing World. AAAI 1994 : 222-229

17 Timothy Huang , Daphne Koller, Jitendra Malik , Gary H. Ogasawara , B. Rao , Stuart J. Russell , J. Weber : Automatic Symbolic Traffic Scene Analysis Using Belief Networks. AAAI 1994 : 966-972

16 David R. Karger , Daphne Koller: (De)randomized Construction of Small Sample Spaces in \calNC. FOCS 1994 : 252-263

15 Daphne Koller, Nimrod Megiddo , Bernhard von Stengel : Fast Algorithms for Finding Randomized Strategies in Game Trees. STOC 1994 : 750-759

14 Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Random Worlds and Maximum Entropy. JAIR 2 : 33-88 (1994)

13 Daphne Koller, Nimrod Megiddo : Constructing Small Sample Spaces Satisfying Given Constants. SIAM Journal on Discrete Mathematics 7 (2): 260-274 (1994)

12 Fahiem Bacchus , Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Generating Degrees of Belief from Statistical Information: An Overview. FSTTCS 1993 : 318-325

11 Fahiem Bacchus , Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Statistical Foundations for Default Reasoning. IJCAI 1993 : 563-569

10 Daphne Koller, Nimrod Megiddo : Constructing Small Sample Spaces Satisfying Given Constraints. STOC 1993 : 268-277

9 David R. Karger , Daphne Koller, Steven J. Phillips : Finding the Hidden Path: Time Bounds for All-Pairs Shortest Paths. SIAM J. Comput. 22 (6): 1199-1217 (1993)

8 Fahiem Bacchus , Adam J. Grove , Daphne Koller, Joseph Y. Halpern : From Statistics to Beliefs. AAAI 1992 : 602-608

7 Daphne Koller, Joseph Y. Halpern : A Logic for Approximate Reasoning. KR 1992 : 153-164

6 Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Random Worlds and Maximum Entropy. LICS 1992 : 22-33

5 Adam J. Grove , Joseph Y. Halpern , Daphne Koller: Asymptotic Conditional Probabilities for First-Order Logic. STOC 1992 : 294-305

4 David R. Karger , Daphne Koller, Steven J. Phillips : Finding the Hidden Path: Time Bounds for All-Pairs Shortest Paths. FOCS 1991 : 560-568

3 Amotz Bar-Noy , Danny Dolev , Daphne Koller, David Peleg : Fault-Tolerant Critical Section Management in Asynchronous Environments. Information and Computation 95 (1): 1-20 (1991)

2 Amotz Bar-Noy , Danny Dolev , Daphne Koller, David Peleg : Fault-Tolerant Critical Section Management in Asynchronous Networks. WDAG 1989 : 13-23

1 Hagit Attiya , Amotz Bar-Noy , Danny Dolev , Daphne Koller, David Peleg , Rüdiger Reischuk : Achievable Cases in an Asynchronous Environment (Extended Abstract). FOCS 1987 : 337-346




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