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Additional resources for Foundations of Soft Case-Based Reasoning

Sample text

Cases do not recur), it might be better to build a model of the domain to derive the solution. 4. Is there significant benefit in adapting past solutions? , system development time, processing effort), to creating a solution through modifying a similar solution rather than creating a solution to a problem from scratch. 5. Are relevant previous cases obtainable? Is it possible to obtain data that record the necessary characteristics of past cases? Do the recorded cases contain the relevant features of the problem and its context that influenced the outcome of the solution?

F5 g. 10 Step Step Step Step 1. 2. 3. 4. 3 C2 C5 Indexing structure of the case base. Starting from i ¼ 1, select one case ej randomly from class Ci . , city district) of ne and ej . If the two values are identical, ne 2 Ci , else i ¼ i þ 1; go to step 1. Repeat steps 1, 2, and 3, until ne belongs to some class Ci . Case Retrieval Case retrieval is the process of finding within the case base the case(s) that are closest to the current case. For example, for a given case ^e ¼ ðMh; Lz; 11; indi; yÞ, where we want to know the rent information y, case retrieval is the process of finding those cases that are the closest to ^e.

Similarly, assessment of a solution’s performance may lead to an improved understanding of the underlying causal model of the domain that can be used to improve adaptation processing. If better ways can be found to modify cases with respect to the distance between the current and retrieved cases, the output solution will probably be improved. When learning involves adding new cases to the case base, there are a number of considerations: 1. In which situations should a case be added to the case base, and in which situations should it be discarded?

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