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 | 144 | 2005 |
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 | 129 | 2005 |
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 | 84 | 2006 |
Relational macros for transfer in reinforcement learning L Torrey, J Shavlik, T Walker, R Maclin Inductive Logic Programming: 17th International Conference, ILP 2007 …, 2008 | 79 | 2008 |
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 | 32 | 2010 |
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 | 27 | 2005 |
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 | 24 | 2008 |
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 | 24 | 2006 |
Relational skill transfer via advice taking L Torrey, J Shavlik, T Walker, R Maclin ICML Workshop on Structural Knowledge Transfer for Machine Learning, 2006 | 20 | 2006 |
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 | 17 | 2004 |
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 | 11 | 2011 |
Building relational world models for reinforcement learning T Walker, L Torrey, J Shavlik, R Maclin Inductive Logic Programming: 17th International Conference, ILP 2007 …, 2008 | 10 | 2008 |
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 | 10 | 2007 |
Rule extraction for transfer learning L Torrey, J Shavlik, T Walker, R Maclin Rule Extraction from Support Vector Machines, 67-82, 2008 | 9 | 2008 |
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 | 6 | 2011 |
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 | 6 | 2008 |
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 | 5 | 2010 |
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 | 5 | 2009 |
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 | 5 | 2005 |
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 | 3 | 2006 |