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Knowledge-Based Systems
Volume 11, Issues 7-8, December 1998, Pages 437-448
 
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doi:10.1016/S0950-7051(98)00077-X    How to Cite or Link Using DOI (Opens New Window)
Copyright © 1998 Elsevier Science B.V. All rights reserved.

Concept formation from design cases: why reusing experience and why not

Alberto Faroa and Daniela Giordanoa, b, Corresponding Author Contact Information, E-mail The Corresponding Author

aInstituto di Informatica e Telecomunicazioni Facolta' di Ingegneria, Universita' di Catania, viale A.Doria 6, Catania 95125, Italy bDepartment of Education, Graduate Program in Educational Technology, Concordia University, 1455 de Maisonneuve Blvd. W, Montreal PQ H3GIM8, Canada

Received 12 August 1998; 
accepted 17 August 1998. 
Available online 11 January 1999.

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Abstract

This paper describes an environment that supports novice information systems designers in initial concept formation by organising design `cases' in evolving networks, automatically clustered by a neural agent to suggest generalisations of design patterns. Flexible reframing of the cases also supports creativity by uncovering less obvious but relevant design concepts. If the responsibility, of linking related design cases is distributed to a population of learners who contribute their cases and tentative generalisations, genetic techniques can be applied to sustain the evolution of the base of cases towards ontological forms that better guide and constrain the case reuse process, thus supporting knowledge transfer.

Keywords: Concept formation; Design support; Neural networks

Article Outline

1. Introduction
2. Story based design
2.1. From stories to ontologies
2.2. Lessons learned from a first application of STT
3. Supporting design by a network of annotated cases
4. Genetics and evolving generalizations
4.1. Genetics
4.2. Generalisation
5. Creative design by framing and reframing the case network
6. The method in practice: an illustration
7. Concluding remarks
References











Knowledge-Based Systems
Volume 11, Issues 7-8, December 1998, Pages 437-448
 
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