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Reputation-based maintenance in case-based reasoning

Author
Nakhjiri, N.; Salamó, M.; Sànchez-Marrè, M.
Type of activity
Journal article
Journal
Knowledge-based systems
Date of publication
2020-04-06
Volume
193
First page
105283: 1
Last page
105283: 11
DOI
10.1016/j.knosys.2019.105283
Repository
http://hdl.handle.net/2117/327564 Open in new window
URL
https://www.sciencedirect.com/science/article/abs/pii/S0950705119305799 Open in new window
Abstract
Case Base Maintenance algorithms update the contents of a case base in order to improve case-based reasoner performance. In this paper, we introduce a new case base maintenance method called Reputation-Based Maintenance (RBM) with the aim of increasing the classification accuracy of a Case-Based Reasoning system while reducing the size of its case base. The proposed RBM algorithm calculates a case property called Reputationfor each member of the case base, the value of which reflects the compete...
Citation
Nakhjiri, N.; Salamó, M.; Sànchez-Marrè, M. Reputation-based maintenance in case-based reasoning. "Knowledge-based systems", 6 Abril 2020, vol. 193, p. 105283: 1-105283: 11.
Keywords
Case base maintenance, Case property sets, Case reputation, Case-based reasoning
Group of research
IDEAI-UPC - Intelligent Data Science and Artificial Intelligence Research Center
KEMLG - Knowledge Engineering and Machine Learning Group

Participants