Tom Mitchell's Publications Page

• "Improving Learning Accuracy in Information Filtering", H.C.M. de Kroon, T.M. Mitchell, and E.J.H. Kerckhoffs, presented as part of the 1996 International Conference on Machine Learning, Bari, Italy, July 1996.

• "The Prospective Student's Introduction to the Robot Learning Problem", U. Nehmzow, and T.M. Mitchell, Technical Report UMCS-95-12-6, Computer Science Dept., Univ. of Manchester, December 1995.

• "Lifelong Robot Learning," S. Thrun and T.M. Mitchell, in The Biology and Technology of Intelligent Autonomous Agents, L. Steels (ed.), Springer-Verlag, 1995, pp. 165-196.

• "WebWatcher: Machine Learning and Hypertext", T. Joachims, R. Armstrong, D. Freitag, and T. Mitchell, German Workshop on Machine Learning, May 1995.

• "Using the Future to Sort Out the Present: Rankprop and Multitask Learning for Medical Risk Analysis", R. Caruana, S. Baluja, and T. Mitchell, Neural Information Processing 1995, December 1995.

• "Explanation Based Learning for Mobile Robot Perception", J. O'Sullivan, T. Mitchell, and S. Thrun, in Symbolic Visual Learning, Ikeuchi and Veloso (eds.), 1996.

• "WebWatcher: A Learning Apprentice for the World Wide Web", R. Armstrong, D. Freitag, T. Joachims, and T. Mitchell, in 1995 AAAI Spring Symposium on Information Gathering from Heterogeneous, Distributed Environments, March 1995.

• "Learning One More Thing", S. Thrun and T.M. Mitchell, Proceedings of IJCAI 1995, Montreal, August, 1995. A longer version is available as Carnegie Mellon School of Computer Science Technical Report CMU-CS-94-184, September, 1994.

• "Learning Analytically and Inductively", T. Mitchell and S. Thrun, in Mind Matters: A Tribute to Allen Newell, Steier and Mitchell (eds.), Erlbaum, 1995.

• "Explanation-Based Learning for Mobile Robot Perception", T.M. Mitchell, J. O'Sullivan, and S. Thrun, Proceedings of the Workshop on Learning Robots, S. Mahadevan (ed.), July, 1994.

• "Experience with a Learning Personal Assistant", T.M. Mitchell, R. Caruana, D. Freitag, J. McDermott, and D. Zabowski, Communications of the ACM, Vol. 37, No. 7, pp. 81-91, July 1994.

• "Explanation-Based Learning: A Comparison of Symbolic and Neural Network Approaches", T.M. Mitchell and S.B. Thrun, Tenth International Conference on Machine Learning, Amherst, MA, June 27-29, 1993.

• "Office Automation Systems that are "Programmed" by their Users", S. Bocionek and T.M. Mitchell. 23rd Annual Conference of the German Association of Computer Science (Gesellschaft fur Informatik, GI), Dresden, Germany, September, 1993.

• "Explanation-Based Neural Network Learning for Robot Control", T.M. Mitchell and S.B. Thrun, Advances in Neural Information Processing Systems 5, Hanson, Cowan, and Giles (eds.), Morgan-Kaufmann Press, 1993, pp. 287-294.

• "Integrating Inductive Neural Network Learning and Explanation-Based Learning", S. Thrun and T.M. Mitchell, Proceedings of the 1993 International Joint Conference on Artificial Intelligence, August 1993.

• "A Personal Learning Apprentice", L. Dent, J. Boticario, J. McDermott, T. Mitchell, and D. Zabowski, 1992 National Conference on AI, July, 1992.

• "Memory Approaches to Reinforcement Learning in Non-Markovian Domains", L.J. Lin and T.M. Mitchell, Carnegie Mellon School of Computer Science Technical Report CMU-CS-92-138, May 1992.

• "The Monk's Problems: A Performance Comparison of Different Learning Algorithms", S. Thrun, et al., Carnegie Mellon School of Computer Science Technical Report CMU-CS-91-197, December 1991.

• "An Apprentice Based Approach to Knowledge Acquisition", S. Mahadevan, T. Mitchell, D.J. Mostow, L. Steinberg and P. Tadepalli, Artificial Intelligence, Vol 64, No. 1, November 1993, pp. 1-52.

• "Interfaces that Learn: A Learning Apprentice for Calendar Management", Jourdan, J., Dent, L., McDermott, J., Mitchell, T., and Zabowski, D., in Machine Learning Methods for Planning and Scheduling, S. Minton (ed.), Morgan-Kaufmann Press, 1992.

• "Plan-Then-Compile Architectures", T.M. Mitchell, Proceedings of the AAAI Spring Symposium on Integrated Intelligent Architectures, Stanford University, March 1991.

• "Learning Robots", T.M. Mitchell, Proceedings of the 1990 Australian National Conference on Artificial Intelligence, November, 1990.

• "Becoming Increasingly Reactive", T.M. Mitchell, 1990 National Conference on AI, Cambridge, MA, August, 1990.

• "Learning Reliable Manipulation Strategies without Initial Physical Models", A. Christiansen, M. Mason and T.M. Mitchell, Robotics and Autonomous Systems, vol. 8, pp. 7-18, 1991 (Reprinted from Proceedings of the IEEE International Conference on Robotics and Automation, May, 1990).