@inbook{38ab8f44e9ca4a8a9268f18f693be646,
title = "Choosing a case base maintenance algorithm using a meta-case base",
abstract = "In Case-Based Reasoning (CBR), case base maintenance algorithms remove noisy or redundant cases from case bases. The best maintenance algorithm to use on a particular case base at a particular stage in a CBR system's lifetime will vary. In this paper, we propose a meta-case-based classifier for selecting the best maintenance algorithm. The classifier takes in a description of a case base that is to undergo maintenance, and uses meta-cases - descriptions of case bases that have undergone maintenance - to predict the best maintenance algorithm. For describing case bases, we use measures of dataset complexity. We present the results of experiments that show the classifier can come close to selecting the best possible maintenance algorithms.",
author = "Lisa Cummins and Derek Bridge",
year = "2011",
doi = "10.1007/978-1-4471-2318-7\_12",
language = "English",
isbn = "9781447123170",
series = "Res. and Dev. in Intelligent Syst. XXVIII: Incorporating Applications and Innovations in Intel. Sys. XIX - AI 2011, 31st SGAI Int. Conf. on Innovative Techniques and Applications of Artificial Intel.",
publisher = "Springer London",
pages = "167--180",
booktitle = "Res. and Dev. in Intelligent Syst. XXVIII",
address = "United Kingdom",
note = "1st SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, AI 2011 ; Conference date: 13-12-2011 Through 15-12-2011",
}