------------------------------- Machine Learning Reading List Ioannis Tsamardinos Oct 19, 1998 1) Tom Mitchell's book, Machine Learning 2) Laird, Newell, Rosenbloom, SOAR: An Architexture for general intelligence., AIJ, 1987 ------------------------------ ------------------------------- Planning Reading List Ioannis Tsamardinos Oct 16, 1998 ------------ 1. Planning. ------------ 1) Russell, Norvig, "Artificial Intelligence a Modern Approach", the planning chapters 11, 12, and 13. 2) McAllester, D. and Rosenblitt, D. 1991. Systematic nonlinear planning. In Proceedings of the Ninth National Conference on Artificial Intelligence, pp. 634-639 Anaheim, CA. AAAI. 3) J.S. Penberthy and D. Weld "UCPOP: A Sound, Complete, Partial-Order Planner for ADL," Proceedings of KR-92, 103-114, Cambridge, MA, October 1992 4) S. Kambhampati, C. Knoblock and Q. Yang, "Planning as Refinement Search: A unified framework for evaluating design tradeoffs in partial order planning", To appear in Artificial Intelligence Special Issue on Planning and Scheduling, http://enws318.eas.asu.edu/yochan.html" 5) Korf, "Planning as search: A quantitative approach", Readings in Planning. 6) A. Blum and M. Furst, "Fast Planning Through Planning Graph Analysis", Artificial Intelligence, 90:281--300 (1997). 7) "Planning as Satisfiability", Henry Kautz and Bart Selman, Proceedings ECAI-92. 8) Qiang Yang, "Intelligent Planning: A decomposition and Abstraction Based Approach", (parts I & II), Springer. 9) Daniel, S. Weld, Recent Advances in AI Planning (to appear in AI Magazine, 1999), http://www.cs.washington.edu/homes/weld/weld.html 10) D. Weld "An Introduction to Least Commitment Planning," AI Magazine, 15(4), pages 27-61, Winter 1994. 1.1 Temporal Planning 11) Planning for Temporally Extended Goals, F. Bacchus and F. Kabanza, Annals of Mathematics and Artificial Intelligence, vol. 22, pages 5--27, 1998. 1.2 Reactive/Plan Execution 12) Decision-Making in an Embedded Reasoning System, Michael P. Georgeff (AAII), Fran‡ois F‚lix Ingrand, Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, Detroit (Michigan), August 1989. 13) Firby (RAPS) AIPS 94, Task networks for controlling continuous processes 1.3 Planning Under Uncertainty 14) Craig Boutilier, Thomas Dean and Steve Hanks, " Decision Theoretic Planning: Structural Assumptions and Computational Leverage ", survey article on decision theoretic planning and MDPs. Unpublished. http://www.cs.ubc.ca/spider/cebly/papers.html 15) P. Haddawy, M. Suwandi, "Decision-Theoretic Refinement Planning using Inheritance Abstraction ", Proceedings of the Second International Conference on AI Planning Systems, June, 1994." 16) Mark Peot, David Smith, Conditional Nonlinear Planning 17) N. Onder and M. Pollack, Contingency Selection in Plan Generation" from the 1997 European Conference on Planning" ------------------------------------------ ------------------------------------ Temporal Reasoning Reading List Ioannis Tsamardinos Oct 19, 1998 1. James Allen, Towards a general theory of action and time, AIJ 23(1984), 123-154 2. Y. Shoham, Temporal Logics in AI: Semantical and Ontological Considerations, 33(1), 1987 3. M. Vilain, H Kautz. Constraint propagation algorithms for temporal reasoning. In Proceedings of AAAI-86, Philadelphia, PA, pages 377-382 4. Thomas Dean and Drew McDermott, Temporal data base management. Artificiall Intelligence, 32: 1-55, 1987 5. Rina Dechter, Itat Meiri, and Judea Pearl. Temporal Constraint networks, Artificial Intelligence, 49(1-3):61-95, 1991 6. Alfonso Gerevini and Lenhart Schubert. Efficient algorithms for qualitative reasoning about time. 74(2):207-248, 1995 7. Fahiem Bacchus and F. Kabanza, Planning for temporally extended goals. Annals of Mathematics and Artificial Intelligence, vol. 22, pages 5--27, 1998. 8. Vitorio Brusoni, Luca Console, Paolo Terenziani, and Barbara Pernici Later: Managing Temporal Information Efficiently, IEEE Expert : Intelligent Systems & Their Applications, July/August 1997 --------------------------------------------------