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Case-Based Reasoning (CBR)
- CBR: Uses a database of problem solutions to solve new problems
- Store symbolic description (tuples or cases)—not points in a Euclidean space
- Applications: Customer-service (product-related diagnosis), legal ruling
- Methodology
- Instances represented by rich symbolic descriptions (e.g., function graphs)
- Search for similar cases, multiple retrieved cases may be combined
- Tight coupling between case retrieval, knowledge-based reasoning, and problem solving
- Challenges
- Find a good similarity metric
- Indexing based on syntactic similarity measure, and when failure, backtracking, and adapting to additional cases
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