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Daphne Koller Publications
Research AreasPublication TypeYears (all)
BNBayesian Networks   CGTComputational Game Theory
DMDecision Making   HMHybrid Models
LTWLanguage and Web   LGMLearning Graphical Models
PLLogic and Probabilistic Logic   RPMRicher Probabilistic Models
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: BNCGTDMHMLTWLGMPLRPMSLTPMTCS

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         

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