Induction: processes of inference, learning, and discovery
Induction: processes of inference, learning, and discovery
Machine learning an artificial intelligence approach volume II
Machine learning an artificial intelligence approach volume II
Machine learning: a guide to current research
Machine learning: a guide to current research
Current research on learning in Soar
Machine learning: a guide to current research
The Knowledge Engineering Review
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The authors present a system, called SAFE (strategy acquisition from experience), which incorporates novel methods for discovering domain-dependent problem-solving heuristics. SAFE is implemented as a sorting system whose sorting strategies are represented as production rules. SAFE initially uses the insertion sort strategy to solve problems. After solving each given problem. SAFE learns symbolic rules from the solution path which is obtained by applying the existing heuristic information. By one or several processes of learning. SAFE is able to obtain the heuristics to sort new problems with minimum exchanges of elements. The notion of shortcut, an effective inductive learning bias for reducing the hypothesis space to be searched during learning, is introduced.