Publication detail
Similarity Measures in Case-Based Reasoning
DVOŘÁK, J. HODÁL, J.
English title
Similarity Measures in Case-Based Reasoning
Type
conference paper
Language
en
Original abstract
Case-based reasoning (CBR) is a recent approach to problem solving. CBR system solves a new problem by adapting known solutions of similar previously solved problems (cases). Therefore the concept of similarity is the key notion in CBR. A case is characterized by a structure (usually a vector) being composed of attributes. An important task in CBR is to accumulate local similarity measures of attributes into a global similarity measure of the whole object. In this paper we study various similarity measures and possibilities of the accumulation of local measures into the global similarity measure. The main attention is devoted to the fuzzy similarity and fuzzy set-based techniques for matching in the phase of retrieving similar cases.
English abstract
Case-based reasoning (CBR) is a recent approach to problem solving. CBR system solves a new problem by adapting known solutions of similar previously solved problems (cases). Therefore the concept of similarity is the key notion in CBR. A case is characterized by a structure (usually a vector) being composed of attributes. An important task in CBR is to accumulate local similarity measures of attributes into a global similarity measure of the whole object. In this paper we study various similarity measures and possibilities of the accumulation of local measures into the global similarity measure. The main attention is devoted to the fuzzy similarity and fuzzy set-based techniques for matching in the phase of retrieving similar cases.
Keywords in English
Case-based reasoning, retrieval, similarity measures, fuzzy similarity
RIV year
2001
Released
20.08.2001
Publisher
Hochschule Zittau/Gorlitz
Location
Zittau
ISBN
3-9808089-0-4
Book
Proceedings of the 9th Zittau Fuzzy Colloquium
Pages count
8
BIBTEX
@inproceedings{BUT3373,
author="Jiří {Dvořák} and Jaroslav {Hodál},
title="Similarity Measures in Case-Based Reasoning",
booktitle="Proceedings of the 9th Zittau Fuzzy Colloquium",
year="2001",
month="August",
publisher="Hochschule Zittau/Gorlitz",
address="Zittau",
isbn="3-9808089-0-4"
}