66 search results - page 1 / 14 » Mining Classification Rules from Datasets with Large Number ... |
EDBT
2000
ACM
13 years 8 months ago
2000
ACM
Decision tree induction algorithms scale well to large datasets for their univariate and divide-and-conquer approach. However, they may fail in discovering effective knowledge when...
SIGMOD
2004
ACM
14 years 5 months ago
2004
ACM
Microarray datasets typically contain large number of columns but small number of rows. Association rules have been proved to be useful in analyzing such datasets. However, most e...
AUSAI
2004
Springer
13 years 8 months ago
2004
Springer
Abstract. Association rule mining is a data mining technique that reveals interesting relationships in a database. Existing approaches employ different parameters to search for int...
ICDE
2008
IEEE
14 years 6 months ago
2008
IEEE
Abstract-- Current state-of-the-art association rule-based classifiers for gene expression data operate in two phases: (i) Association rule mining from training data followed by (i...
KDD
1997
ACM
13 years 9 months ago
1997
ACM
This paper investigates a brute-force technique for mining classification rules from large data sets. We employ an association rule miner enhanced with new pruning strategies to c...