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Trevor Walker
Trevor Walker
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Year
Using advice to transfer knowledge acquired in one reinforcement learning task to another
L Torrey, T Walker, J Shavlik, R Maclin
Machine Learning: ECML 2005: 16th European Conference on Machine Learning …, 2005
1432005
Giving advice about preferred actions to reinforcement learners via knowledge-based kernel regression
R Maclin, J Shavlik, L Torrey, T Walker, E Wild
AAAI, 819-824, 2005
1292005
Skill acquisition via transfer learning and advice taking
L Torrey, J Shavlik, T Walker, R Maclin
Machine Learning: ECML 2006: 17th European Conference on Machine Learning …, 2006
842006
Relational macros for transfer in reinforcement learning
L Torrey, J Shavlik, T Walker, R Maclin
Inductive Logic Programming: 17th International Conference, ILP 2007 …, 2008
792008
Transfer learning via advice taking
L Torrey, J Shavlik, T Walker, R Maclin
Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard …, 2010
322010
Knowledge-based support-vector regression for reinforcement learning
R Maclin, J Shavlik, T Walker, L Torrey
Reasoning, Representation, and Learning in Computer Games 61, 2005
262005
Transfer in reinforcement learning via Markov logic networks
L Torrey, J Shavlik, S Natarajan, P Kuppili, T Walker
AAAI workshop on transfer learning for complex tasks, 2008
242008
A simple and effective method for incorporating advice into kernel methods
R Maclin, J Shavlik, T Walker, L Torrey
Proceedings of the National Conference on Artificial Intelligence 21 (1), 427, 2006
242006
Relational skill transfer via advice taking
L Torrey, J Shavlik, T Walker, R Maclin
ICML Workshop on Structural Knowledge Transfer for Machine Learning, 2006
202006
Relational reinforcement learning via sampling the space of first-order conjunctive features
T Walker, J Shavlik, R Maclin
Proceedings of the ICML Workshop on Relational Reinforcement Learning, Banff …, 2004
172004
Automating the ILP setup task: Converting user advice about specific examples into general background knowledge
T Walker, C O’Reilly, G Kunapuli, S Natarajan, R Maclin, D Page, ...
Inductive Logic Programming: 20th International Conference, ILP 2010 …, 2011
112011
Building relational world models for reinforcement learning
T Walker, L Torrey, J Shavlik, R Maclin
Inductive Logic Programming: 17th International Conference, ILP 2007 …, 2008
102008
Refining rules incorporated into knowledge-based support vector learners via successive linear programming
R Maclin, EW Wild, J Shavlik, L Torrey, T Walker
PROCEEDINGS OF THE NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE 22 (1), 584, 2007
102007
Rule extraction for transfer learning
L Torrey, J Shavlik, T Walker, R Maclin
Rule Extraction from Support Vector Machines, 67-82, 2008
92008
Integrating knowledge capture and supervised learning through a human-computer interface
T Walker, G Kunapuli, N Larsen, D Page, J Shavlik
Proceedings of the sixth international conference on Knowledge capture, 89-96, 2011
62011
Advice Taking and Transfer Learning: Naturally Inspired Extensions to Reinforcement Learning.
L Torrey, T Walker, R Maclin, JW Shavlik
AAAI Fall Symposium: Naturally-Inspired Artificial Intelligence 8, 06, 2008
62008
Learning from human teachers: Issues and challenges for ILP in bootstrap learning
S Natarajan, G Kunapuli, R Maclin, D Page, C O’Reilly, T Walker, ...
AAMAS Workshop on Agents Learning Interactively from Human Teachers, 2010
52010
ILP for Bootstrapped Learning: A Layered Approach to Automating the ILP Setup Problem
S Natarajan, G Kunapuli, C O’Reilly, R Maclin, T Walker, D Page, ...
Nineteenth Conference on Inductive Logic Programming, 2009
52009
Knowledge transfer via advice taking
L Torrey, T Walker, J Shavlik, R Maclin
Proceedings of the 3rd international conference on Knowledge capture, 217-218, 2005
52005
Advice-based transfer in reinforcement learning
L Torrey, J Shavlik, T Walker, R Maclin
University of wisconsin machine learning group working paper 06 2, 2006
32006
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