- Zero-Shot Learning with Semantic Output Codes
Mark Palatucci, Dean Pomerleau, Geoffrey Hinton, and Tom Mitchell
Neural Information Processing Systems (NIPS), December, 2009.
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pdf (190KB) | Copyrighted
- Discovering a Semantic Basis of Neural Activity Using Simultaneous Sparse Approximation
Mark Palatucci, Tom Mitchell, and Han Liu
International Conference on Machine Learning, Sparse Optimization and Variable Selection Workshop, July, 2008.
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pdf (93KB) | Copyrighted
- Feature Selection for Grasp Recognition from Optical Markers
Lillian Y. Chang, Nancy Pollard, Tom Mitchell, and Eric P. Xing
Proceedings of the 2007 IEEE/RSJ Intl. Conference on Intelligent Robots and Systems (IROS 2007), October, 2007, pp. 2944 - 2950.
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pdf (710KB) | Copyrighted
- Classification in Very High Dimensional Problems with Handfuls of Examples
Mark Palatucci and Tom Mitchell
Principles and Practice of
Knowledge Discovery in Databases (ECML/PKDD), September, 2007.
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pdf (177KB) | Copyrighted
- Machine Learning and Data Mining
Tom Mitchell
Communications of the ACM, Vol. 42, No. 11, November, 1999,
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pdf (107KB) | Copyrighted
- Learning to Construct Knowledge Bases from the World Wide Web
M. Craven, D. DiPasquo, D. Freitag, A. McCallum, Tom Mitchell, K. Nigam, and S. Slattery
Artificial Intelligence, , 1999
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pdf (435KB) | Copyrighted
- Text Classification from Labeled and Unlabeled Documents using EM
K. Nigam, A. McCallum, Sebastian Thrun, and Tom Mitchell
Machine Learning, , 1999
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pdf (392KB) | Copyrighted
- The Role of Unlabeled Data in Supervised Learning
Tom Mitchell
Proceedings of the Sixth International
Colloquium on Cognitive Science, 1999.
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pdf (95KB) | Copyrighted
- Combining Labeled and Unlabeled Data with Co-Training
A. Blum and Tom Mitchell
Proceedings of the 1998 Conference on Computational Learning Theory, July, 1998.
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pdf (183KB) | Copyrighted
- Improving Text Classification by Shrinkage in a Hierarchy of Classes
A. McCallum, R. Rosenfeld, Tom Mitchell, and A. Ng
Proceedings of the 1998 International Conference on Machine Learning, July, 1998.
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pdf (223KB) | Copyrighted
- Learning to Extract Symbolic Knowledge from the World Wide Web
M. Craven, D. DiPasquo, D. Freitag, A. McCallum, Tom Mitchell, K. Nigam, and S. Slattery
Proceedings of the 1998 National Conference on
Artificial Intelligence, July, 1998.
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pdf (205KB) | Copyrighted
- Automated Learning and Discovery: State-Of-The-Art and Research Topics in a Rapidly Growing Field
Sebastian Thrun, C. Faloutsos, Tom Mitchell, and L. Wasserman
tech. report CMU-CALD-98-100, Computer Science Department, Carnegie Mellon University, 1998
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pdf (119KB) | Copyrighted
- WebWatcher: A Tour Guide for the World Wide Web
T. Joachims, D. Freitag, and Tom Mitchell
Proceedings of the 1997 IJCAI, August, 1997.
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pdf (169KB) | Copyrighted
- Data Mining at CALD-CMU: Tools, Experiences and Research Directions.
C Faloutsos, G. Gibson, Tom Mitchell, Andrew Moore, and Sebastian Thrun
Proceedings of the AFCEA International's First Federal Data Mining Symposium, 1997.
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pdf (159KB) | Copyrighted
- Explanation-Based Learning for Mobile Robot Perception
Joseph O'Sullivan, Tom Mitchell, and Sebastian Thrun
Symbolic Visual Learning, K. Ikeuchi and M. Veloso, ed., Oxford University Press, 1997
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pdf (647KB) | Copyrighted
- Learning Analytically and Inductively
Tom Mitchell and Sebastian Thrun
Mind Matters: A Tribute to Allen Newell, Lawrence Erlbaum Associates Publishers., 1996
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pdf (197KB) | Copyrighted
- Using the Future to Sort Out the Present: Rankprop and Multitask Learning for Medical Risk Analysis
R. Caruana, Shumeet Baluja, and Tom Mitchell
Neural
Information Processing 7, December, 1995.
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pdf (137KB) | Copyrighted
- Learning One More Thing
Sebastian Thrun and Tom Mitchell
Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995.
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pdf (166KB) | Copyrighted
- Lifelong Robot Learning
Sebastian Thrun and Tom Mitchell
Robotics and Autonomous Systems, Vol. 15, 1995, pp. 25--46.
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pdf (332KB) | Copyrighted
- Using the Future to 'Sort Out' the Present: Rankprop and Multitask Learning for Medical Risk Evaluation
Rich Caruana, Shumeet Baluja, and Tom Mitchell
Advances in Neural Information Processing Systems (NIPS '95), 1995.
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pdf (137KB) | Copyrighted
- Learning One More Thing
Sebastian Thrun and Tom Mitchell
tech. report CMU-CS-94-184, Computer Science Department, Carnegie Mellon University, September, 1994
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pdf (181KB) | Copyrighted
- Experience With a Learning Personal Assistant
Tom Mitchell, R. Caruana, D. Freitag, J. McDermott, and D. Zabowski
Communications of the ACM, Vol. 37, No. 7, July, 1994, pp. 81 - 91.
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pdf (84KB) | Copyrighted
- Explanation-Based Learning for Mobile Robot Perception
Tom Mitchell, Joseph O'Sullivan, and Sebastian Thrun
Proceedings of the Robot Learning Workshop at the Eleventh
Conference in Machine Learning, 1994.
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pdf (266KB) | Copyrighted
- Explanation-Based Learning: A Comparison of Symbolic and Neural Network Approaches.
Tom Mitchell and Sebastian Thrun
Proceedings of the Tenth International Conference on Machine Learning, 1993.
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pdf (177KB) | Copyrighted
- Explanation-based Neural Network Learning for Robot Control
Tom Mitchell and Sebastian Thrun
In Advances in Neural Information Processing Systems 5, 1993.
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pdf (85KB) | Copyrighted
- Integrating Inductive Neural Network Learning and Explanation-Based Learning
Sebastian Thrun and Tom Mitchell
Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence, 1993.
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pdf (250KB) | Copyrighted
- Learning Slopes with Neural Networks.
R. Masuoka, Sebastian Thrun, and Tom Mitchell
1993.
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- 1990 Year End Report. Autonomous Planetary Rover at Carnegie Mellon
William (Red) L. Whittaker, Takeo Kanade, and Tom Mitchell
tech. report CMU-RI-TR-91-19, Robotics Institute, Carnegie Mellon University, August, 1991
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pdf (3MB) | Copyrighted
- Ambler: a six-legged planetary rover
Eric Krotkov, John Bares, Takeo Kanade, Tom Mitchell, Reid Simmons, and William (Red) L. Whittaker
Fifth International Conference on Advanced Robotics, 1991, Robots in Unstructured Environments (ICAR '91), June, 1991, pp. 717 - 722.
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pdf (553KB) | Copyrighted
- Learning Reliable Manipulation Strategies Without Initial Physical Models
Alan D. Christiansen, Matthew T. Mason, and Tom Mitchell
Robotics and Autonomous Systems, Vol. 8, 1991, pp. 7-18.
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- The MONK's Problems: A Performance Comparison of Different Learning Algorithms
Sebastian Thrun, J. Bala, E. Bloedorn, I. Bratko, B. Cestnik, J. Cheng, K. De Jong, S. Dzeroski, R. Hamann, K. Kaufman, S. Keller, I. Kononenko, J. Kreuziger, R.S. Michalski, Tom Mitchell, P. Pachowicz, B. Roger, H. Vafaie, W. Van de Velde, W. Wenzel, J. Wnek, and J. Zhang
tech. report CMU-CS-91-197, Computer Science Department, Carnegie Mellon University, 1991
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- Becoming Increasingly Reactive
Tom Mitchell
1990 National Conference on AI, August, 1990.
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pdf (33KB) | Copyrighted
- Learning reliable manipulation strategies without initial physical models
A.D. Christiansen, Matthew T. Mason, and Tom Mitchell
IEEE International Conference on Robotics and Automation, May, 1990, pp. 1224 - 1230.
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pdf (644KB) | Copyrighted
- 1989 Year End Report: Autonomous Planetary Rover at Carnegie Mellon
William (Red) L. Whittaker, Takeo Kanade, and Tom Mitchell
tech. report CMU-RI-TR-90-04, Robotics Institute, Carnegie Mellon University, February, 1990
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pdf (2MB) | Copyrighted
- Ambler: An Autonomous Rover for Planetary Exploration
John Bares, Martial Hebert, Takeo Kanade, Eric Krotkov, Tom Mitchell, Reid Simmons, and William (Red) L. Whittaker
IEEE Computer, Vol. 22, No. 6, June, 1989, pp. 18-26.
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pdf (1MB) | Copyrighted
- 1988 Year End Report: Autonomous Planetary Rover at CMU
Takeo Kanade, Tom Mitchell, and William (Red) L. Whittaker
tech. report CMU-RI-TR-89-03, Robotics Institute, Carnegie Mellon University, January, 1989
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pdf (2MB) | Copyrighted
- A Case Study in Robot Exploration
L-J Lin, Tom Mitchell, A. Phillips, and Reid Simmons
tech. report CMU-RI-TR-89-01, Robotics Institute, Carnegie Mellon University, January, 1989
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pdf (904KB) | Copyrighted
- Experiments in robot learning
Matthew T. Mason, Alan D. Christiansen, and Tom Mitchell
Proceedings of the Sixth International Workshop on Machine Learning, 1989.
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- Toward a Learning Robot
Tom Mitchell, Matthew T. Mason, and Alan D. Christiansen
Proceedings of the Workshop on Representation and Learning in an Autonomous Agent, November, 1988.
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