Applying on-line bitmap indexing to reduce counting costs in mining association rules

Citation
Xm. Lin et al., Applying on-line bitmap indexing to reduce counting costs in mining association rules, INF SCI, 120(1-4), 1999, pp. 197-208
Citations number
11
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
INFORMATION SCIENCES
ISSN journal
00200255 → ACNP
Volume
120
Issue
1-4
Year of publication
1999
Pages
197 - 208
Database
ISI
SICI code
0020-0255(199911)120:1-4<197:AOBITR>2.0.ZU;2-F
Abstract
Counting costs have a great impact on efficiency of mining association rule s in a large database of sales transactions. In this paper, we first formal ly analyze the facts that determine counting costs. Secondly, we present an on-line bitmap indexing technique to speed-up the counting process. Beside s theoretical analysis, our implementation reports suggest that this indexi ng technique may reduce counting costs up to 50%, and almost at no costs. ( C) 1999 Elsevier Science Inc. All rights reserved.