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Publications in 2002

In Journal (refereed)

1. R. Greiner, A. Grove, D. Roth. "Learning Cost-Sensitive Active Classifiers". Artificial Intelligence (AIJ), 139(2), pp 137--174, September 2002. PDFview
2. J. Romein, H. Bal, J. Schaeffer, A. Plaat. "A Performance Analysis of Transposition-Table-Driven Work Scheduling in Distributed Search". IEEE, 13(5), pp 447-459, January 2002. PSview
3. S. MacDonald, J. Anvik, S. Bromling, J. Schaeffer, D. Szafron, K. Tan. "From Patterns to Frameworks to Parallel Programs". Parallel Computing, 28(12), pp 1663-1683, January 2002. PDFview
4. J. Cheng, R. Greiner, J. Kelly, D. Bell, W. Liu. "Learning Bayesian Networks from Data: An Information-Theory Based Approach". Artificial Intelligence (AIJ), 137(1-2), pp 43--90, January 2002. PSview
5. D. Schuurmans, F. Southey. "Metric-Based Methods for Adaptive Model Selection and Regularization". Machine Learning Journal (MLJ), 48(1-3), pp 51-84, January 2002. PDFview
6. M. Bowling, M. Veloso. "Multiagent learning using a variable learning rate". Artificial Intelligence (AIJ), 136, pp 215--250, January 2002. PDFview
7. D. Billings, A. Davidson, J. Schaeffer, D. Szafron. "The Challenge of Poker". Artificial Intelligence (AIJ), 134(1-2), pp 201-240, January 2002. PDFview

In Conference (refereed)

8. T. Zhu, R. Greiner, G. Haeubl. "Important Page Prediction for Internet Recommendation: A Machine Learning Way". International Conference on Fuzzy Systems and Knowledge Discovery(FSKD), November 2002. PDFview
9. R. Greiner, R. Hayward, M. Molloy. "Optimal Depth-First Strategies for And-Or Trees". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, August 2002. PSview
10. F. Peng, X. Huang, D. Schuurmans, N. Cercone. "Investigating the Relationship Between Word Segmentation Performance and Retrieval Performance in Chinese IR". Conference on Computational Linguistics (COLING), Taipei, August 2002. PDFview
11. I. Levner, V. Bulitko, O. Madani, R. Greiner. "Performance of Lookahead Control Policies in the Face of Abstractions and Approximations". Symposium on Abstraction, Reformulation and Approximation, pp 299-308, August 2002. PDFview
12. R. Greiner, W. Zhou. "Structural Extension to Logistic Regression: Discriminant Parameter Learning of Belief Net Classifiers". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, August 2002. PSview
13. M. Bowling, R. Jensen, M. Veloso. "A formalization of equilibria for multiagent planning". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, July 2002. PDFview
14. C. Guestrin, R. Patrascu, D. Schuurmans. "Algorithm-Directed Exploration for Model-Based Reinforcement Learning in Factored MDPs". International Conference on Machine Learning (ICML), Sydney Australia, July 2002. PDFview
15. G. Elidan, M. Ninio, N. Friedman, D. Schuurmans. "Data Perturbation for Escaping Local Maxima in Learning". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, July 2002. PDFview
16. R. Patrascu, P. Poupart, D. Schuurmans, C. Boutilier, C. Guestrin. "Greedy Linear Value-Approximation for Factored Markov Decision Processes". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, July 2002. PDFview
17. M. Ghavamzadeh, S. Mahadevan. "Hierarchically Optimal Average Reward Reinforcement Learning". International Conference on Machine Learning (ICML), Sydney Australia, pp 195-202, July 2002. PSview
18. M. Ghavamzadeh, S. Mahadevan. "Multiagent Reinforcement Learning Algorithm by Dynamically Merging Markov Decision Processes". Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), pp 845-846, July 2002. PDFview
19. P. Poupart, C. Boutilier, R. Patrascu, D. Schuurmans. "Piecewise Linear Value Function Approximation for Factored MDPs". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, July 2002. PDFview
20. G. Kaminka, M. Bowling. "Towards robust teams with many agents". Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), pp 739-736, July 2002. view
21. A. Kishimoto, J. Schaeffer. "Distributed Game-Tree Search Using Transposition Table Driven Work Scheduling". International Conference on Parallel Processing (ICPP), June 2002. PDFview
22. S. Wang, R. Rosenfeld, Y. Zhao, D. Schuurmans. "The latent maximum entropy principle". International Symposium on Information Theory (ISIT), June 2002. view
23. B. Browning, M. Bowling, M. Veloso. "Improbability Filtering for Rejecting False Positives". IEEE, pp 3038--3043, May 2002. PDFview
24. S. Bromling, S. MacDonald, J. Anvik, J. Schaeffer, D. Szafron, K. Tan. "Pattern-based Parallel Programming". International Conference on Parallel Processing (ICPP), pp 257-265, February 2002. PDFview
25. S. MacDonald, D. Szafron, J. Schaeffer, J. Anvik, S. Bromling, K. Tan. "Generative Design Patterns". IEEE International Conference on Automated Software Engineering (ASE), pp 23-34, January 2002. PDFview
26. F. Lu, R. Patrascu, D. Schuurmans. "Investigating the Maximum Likelihood Alternative to TD()". Neural Information Processing Systems (NIPS), Vancouver, British Columbia, Canada, January 2002. PDFview
27. M. McNaughton, P. Lu, J. Schaeffer, D. Szafron. "Memory-Efficient A* Heuristics for Multiple Sequence Alignment". National Conference on Artificial Intelligence (AAAI), Edmonton Alberta, pp 737-743, January 2002. PDFview
28. F. Southey, D. Schuurmans, A. Ghodsi. "Regularized Greedy Importance Sampling". Neural Information Processing Systems (NIPS), Vancouver, British Columbia, Canada, January 2002. PDFview
29. P. Torma, C. Szepesvari. "Towards Facial Pose Tracking". Hungarian Computer Graphics and Geometry Conference, pp 10-16, January 2002. PDFview
30. A. Kishimoto, J. Schaeffer. "Transposition Table Driven Work Scheduling in Distributed Game-Tree Search". Canadian Society for Computational Studies of Intelligence, January 2002. PSview
31. A. Botea, M. Mueller, J. Schaeffer. "Using Abstraction for Planning in Sokoban". Computers and Games, pp 360-375, January 2002. PDFview
32. F. Peng, X. Huang, D. Schuurmans, N. Cercone, S. Robertson. "Using Self-Supervised Word Segmentation in Chinese Information Retrieval". SIGIR, January 2002. PDFview

In Workshop

33. V. Bulitko, I. Levner, R. Greiner. "Real-time Lookahead Control Policies". Real-Time Decision Support and Diagnosis Systems, August 2002. PDFview
34. D. Schuurmans, F. Southey. "Local Search Characteristics of Incomplete SAT Procedures". Value of Information in Inference, Learning and Decision-Making, July 2002. PDFview
35. M. Bowling, M. Veloso. "Scalable learning in stochastic games". Game Theoretic and Decision Theoretic Agents, July 2002. PDFview
36. J. Anvik, S. MacDonald, D. Szafron, J. Schaeffer, S. Bromling, K. Tan. "Generating Parallel Programs from the Wavefront Design Pattern". International Parallel and Distributed Processing Symposium (IPDS), pp 104, January 2002. PDFview

Other Categories

37. R. Eisner, B. Poulin, D. Szafron, P. Lu, R. Greiner, D. Wishart, B. Habibi-Nazhad. "An Overview of Proteome Analyst". Poster, August 2002. PDFview
38. A. Singh, R. Greiner, V. Dorian, B. Lefebvre. "Automated diagnosis of IEMs using High-Throughput Quantitative NMR Spectroscopy". Poster, Intelligent Systems for Molecular Biology (ISMB), Edmonton, Alberta, August 2002. PDFview
39. B. Poulin, D. Szafron, P. Lu, R. Greiner, D. Wishart, B. Zanke, S. Damaraju, T. Kolacz, X. Wan. "Cancer, SNPs, and Machine Learning". Intelligent Systems for Molecular Biology (ISMB), Edmonton, Alberta, August 2002. PDFview
40. Z. Lu, X. Wu, R. Greiner. "Protein Sequence Classification in Proteome Analyst". Poster, August 2002. PDFview
41. B. Poulin, D. Szafron, P. Lu, R. Greiner, D. Wishart, R. Eisner, B. Habibi-Nazhad. "Proteome Analyst -- High throughput Protein Function Prediction". Poster, Intelligent Systems for Molecular Biology (ISMB), Edmonton, Alberta, July 2002. PDFview
42. T. Van Allen, R. Greiner. "Model Selection Criteria for Learning Belief Nets: An Empirical Comparison". Selecting and Combining Models for Machine Learning, June 2002. PSview
43. T. Zheng, Y. Niu, R. Goebel. "WebFrame: In Pursuit of Computationally and Cognitively Efficient Web Mining". Notes, Proceeding of the Pacific Asia Conference on Knowledge Discovery and Data Mining, May 2002. PDFview
44. R. Greiner, D. Schuurmans, C. O'Brien. "Efficient estimation exploiting independence constraints". January 2002. PSview
45. M. Bowling, M. Veloso. "Existence of multiagent equilibria with limited agents". Technical Report, January 2002. PDFview
46. M. Littman, R. Sutton, S. Singh. "Predictive Representations of State". Predictive Representations of World Knowledge, January 2002. PDFview
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