Combining Case-Based Reasoning, Explanation-Based Learning, and Learning form Instruction
暂无分享,去创建一个
ABSTRACT Learning from instruction is a powerful technique for improving problem solving. An active student will predict the instructor's actions and then try to explain the differences from the predictions. We expand the concept of explanation beyond the provably correct explanations of Explanation-based learning to include other methods of explanation. The explanations can use deductions from causal domain knowledge, plausible inferences from the instructor's actions, previous cases of problem solving, and induction. The explanations result in improved diagnosis and improved future explanation. This combination of learning techniques leads to more opportunities to learn.
[1] William Mark,et al. Explanation-Based Indexing of Cases , 1988, AAAI.
[2] Kurt VanLehn,et al. Learning one Subprocedure per Lesson , 1987, Artif. Intell..
[3] David C. Wilkins,et al. Knowledge Base Refinement Using Apprenticeship Learning Techniques , 1988, AAAI.