Download Case-Based Reasoning Research and Development: 7th by Rosina O. Weber, Michael M. Richter PDF

By Rosina O. Weber, Michael M. Richter

This e-book constitutes the refereed court cases of the seventh overseas convention on Case-Based Reasoning, ICCBR 2007, held in Belfast, Northern eire, united kingdom in August 2007.

The 15 revised complete study papers and 18 revised poster papers provided including three invited talks have been conscientiously reviewed and chosen from sixty four submissions. The papers handle all present points of case-based reasoning and have unique theoretical examine, utilized examine, and deployed purposes with functional, social, environmental or financial significance.

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Additional resources for Case-Based Reasoning Research and Development: 7th International Conference on Case-Based Reasoning, ICCBR 2007 Belfast Northern Ireland, UK, August

Example text

A detailed description of the use of the similitude term as explanation can be found in [3]. 7 Conclusions Lazy learning methods can build local approximations of concepts. In this paper we analyzed how these approximations can be used in a CBR method. In particular, we analyzed the usages as 1) symbolic similitude among a set of cases; 2) partial model of the domain, when they are stored to be used for solving new problems; and 3) as explanations, since they can be interpreted as the justification of the classification given by the system.

However, similar queries may not yet exist in the active user’s profile, or the acceptable number of the userpreferred data items cannot be easily obtained because of insufficient feedback data provided thus-far. 26 L. Kerschberg et al. This situation is ameliorated by using collaborative filtering, which attempts to predict usefulness of as yet unseen items for an active user, by proposing items based on those previously rated by other users. The basic idea is to recommend a set of unseen items that are preferred by other users who have tastes similar to the active user.

A completely different approach was introduced in [11] where the compounds are organized according to their active centers (chemically identified with weak bonds). uk/iupac/). Also we take into account the experience of previous research (specially the works in [19,15,11]) since we represent a chemical compound as a structure with substructures. Our point is that there is no need to describe in detail the properties of individual atom properties in a molecule (like some relational representations based on SAR do) when the domain ontology has a characterization for the type of that molecule.

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