Extending Case-Based Reasoning with Traces

One topical challenge in knowledge engineering is to build systems that can ease the sharing and re-using of experience between a large community of users. This requires a certain plasticity of systems and associated interfaces. Yet, the lack of flexibility is a limitation of current case-based reasoning (CBR) systems. They are often developed in order to solve one particular problem and are not designed to be changed by users depending on the use they want to make of them. In this paper we propose to use interaction traces as a knowledge source for CBR systems and we show how it allows us to drive back the current limits of CBR.

[1]  Ralph Bergmann The INRECA-II Methodology for Building and Maintaining CBR Applications , 1998 .

[2]  Penelope M. Sanderson,et al.  Exploratory sequential data analysis: foundations , 1994 .

[3]  Shonali Krishnaswamy,et al.  Mining data streams: a review , 2005, SGMD.

[4]  Barry Smyth,et al.  Provenance, Trust, and Sharing in Peer-to-Peer Case-Based Web Search , 2008, ECCBR.

[5]  Arnaud Stuber,et al.  Co-construction de sens par négociation pour la réutilisation en situation de l'expérience tracée - Vers le partage et l'échange d'expérience collective. (Meaning co-construction through negotiation for a situated reuse of the traced experience - Towards Collective Experience sharing and exchange) , 2007 .

[6]  Wojciech Zielonka,et al.  The Book of Traces , 1995 .

[7]  James F. Allen Towards a General Theory of Action and Time , 1984, Artif. Intell..

[8]  Penelope M. Sanderson,et al.  Exploratory Sequential Data Analysis: Foundations , 1994, Hum. Comput. Interact..

[9]  E. Abbott,et al.  Flatland: a Romance of Many Dimensions , 1884, Nature.

[10]  David B. Leake,et al.  Using Case Provenance to Propagate Feedback to Cases and Adaptations , 2008, ECCBR.

[11]  David W. Aha,et al.  Conversational Case-Based Reasoning , 2004, Applied Intelligence.

[12]  David Leake,et al.  Linking adaptation and similarity learning , 1996 .

[13]  R. Lathe Phd by thesis , 1988, Nature.

[14]  Yannick Prié,et al.  A Trace-Based Systems Framework : Models, Languages and Semantics , 2009 .

[16]  李幼升,et al.  Ph , 1989 .

[17]  G. Uzan Ergonomie cognitive du handicap visuel : une contribution à la conception d'aides informatiques , 2005 .