|
|
| topics: |
BN | CGT | DM | HM | LGM | L | PL | RPM | SL | TPM | TW | TCS |
|---|
|
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: |
|
|
|
|
|
|
|
|
SL |
|
TW |
|
|
| 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: |
|
|
|
|
|
L |
|
|
|
|
|
|
|
| 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: |
|
|
|
|
|
|
|
|
SL |
|
TW |
|
|
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 |
|
|
|
|
|
