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Case-Based Reasoning: A Textbook

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Case-Based Reasoning: A Textbook, 9783642401664 (364240166X), Springer, 2013

This book presents case-based reasoning in a systematic approach with two goals: to present rigorous and formally valid structures for precise case-based reasoning, and to demonstrate the range of techniques, methods, and tools available for many applications.

A statement of George Bernhard Shaw is essentially this:

“The wisdom of a person is not measured by the number of experiences but rather by the ability to make use of them”.

This characterises case-based reasoning (CBR) to a large degree. It is easy to record billions of experiences in a database. However, the central question is: If I have a problem, which experience should I consult and in what way? Humans have cultivated this in very clever ways. So, what prevents us from collecting experiences on a computer? Nothing: Collection is easily done. The problem is now to realise the second part of Shaw’s statement on a computer. This has been neglected for a long time and is still not a standard in university education.

This difficulty is obvious: The new problem is not exactly like that in the experience base, and even if we find a good one quite similar, it cannot be used exactly in the same way as it was used in the past.
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