Structured cases in case-based reasoning—re-using and adapting cases for time-tabling problems

In this paper, we present a case-based reasoning (CBR) approach solving educational time-tabling problems. Following the basic idea behind CBR, the solutions of previously solved problems are employed to aid finding the solutions for new problems. A list of feature–value pairs is insufficient to rep...

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Veröffentlicht in:Knowledge-based systems 2000, Vol.13 (2), p.159-165
Hauptverfasser: Burke, E.K., MacCarthy, B., Petrovic, S., Qu, R.
Format: Artikel
Sprache:eng
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Zusammenfassung:In this paper, we present a case-based reasoning (CBR) approach solving educational time-tabling problems. Following the basic idea behind CBR, the solutions of previously solved problems are employed to aid finding the solutions for new problems. A list of feature–value pairs is insufficient to represent all the necessary information. We show that attribute graphs can represent more information and thus can help to retrieve re-usable cases that have similar structures to the new problems. The case base is organised as a decision tree to store the attribute graphs of solved problems hierarchically. An example is given to illustrate the retrieval, re-use and adaptation of structured cases. The results from our experiments show the effectiveness of the retrieval and adaptation in the proposed method.
ISSN:0950-7051
1872-7409
DOI:10.1016/S0950-7051(00)00057-5