TY - GEN
T1 - A novel method for mining temporally dependent association rules in three-dimensional microarray datasets
AU - Liu, Yu Cheng
AU - Lee, Chao Hui
AU - Chen, Wei Chung
AU - Shin, J. W.
AU - Hsu, Hui Huang
AU - Tseng, Vincent S.
PY - 2010
Y1 - 2010
N2 - Microarray data analysis is a very popular topic of current studies in bioinformatics. Most of the existing methods are focused on clustering-related approaches. However, the relations of genes cannot be generated by clustering mining. Some studies explored association rule mining on microarray, but there is no concrete framework proposed on three-dimensional gene-sample-time microarray datasets yet. In this paper, we proposed a temporal dependency association rule mining method named 3D-TDAR-Mine for three-dimensional analyzing microarray datasets. The mined rules can represent the regulated-relations between genes. Through experimental evaluation, our proposed method can discover the meaningful temporal dependent association rules that are really useful for biologists.
AB - Microarray data analysis is a very popular topic of current studies in bioinformatics. Most of the existing methods are focused on clustering-related approaches. However, the relations of genes cannot be generated by clustering mining. Some studies explored association rule mining on microarray, but there is no concrete framework proposed on three-dimensional gene-sample-time microarray datasets yet. In this paper, we proposed a temporal dependency association rule mining method named 3D-TDAR-Mine for three-dimensional analyzing microarray datasets. The mined rules can represent the regulated-relations between genes. Through experimental evaluation, our proposed method can discover the meaningful temporal dependent association rules that are really useful for biologists.
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U2 - 10.1109/COMPSYM.2010.5685410
DO - 10.1109/COMPSYM.2010.5685410
M3 - Conference contribution
AN - SCOPUS:79851476208
SN - 9781424476404
T3 - ICS 2010 - International Computer Symposium
SP - 759
EP - 764
BT - ICS 2010 - International Computer Symposium
T2 - 2010 International Computer Symposium, ICS 2010
Y2 - 16 December 2010 through 18 December 2010
ER -