Title :
Intersected coexpressed subcube miner: An effective triclustering algorithm
Author :
Ahmed, H.A. ; Mahanta, P. ; Bhattacharyya, D.K. ; Kalita, J.K. ; Ghosh, A.
Author_Institution :
Deptt. of Comp Sc & Eng., Tezpur Univ., Napaam, India
Abstract :
Triclustering techniques extract genes that have similar expression patterns in a set of samples across a set of time points. A challenge in triclustering is to account for both inter-temporal and intra-temporal gene coherence. Other challenges include avoidance of time-dominated and sample-dominated results and detection of time latent triclusters. This paper presents a technique based on order preserving sub-matrices to find a set of triclusters from gene-sample-time data. The technique finds a set of initial modules in each unordered pair of gene-sample planes, which are then extended to final triclusters. We propose a planar similarity measure called PMRS to extend the initial modules to the final triclusters.
Keywords :
biology computing; data mining; genetics; pattern clustering; PMRS; gene extraction; gene sample planes; gene sample time data; intersected coexpressed subcube miner; intertemporal gene coherence; intratemporal gene coherence; planar similarity measure; time latent triclusters; triclustering algorithm; Bioinformatics; Coherence; Correlation; Data mining; Gene expression; Transmission line matrix methods; Vectors; GST microarray data; clustering; gene expression data analysis; order preserving sub-matrices; tricluster;
Conference_Titel :
Information and Communication Technologies (WICT), 2011 World Congress on
Conference_Location :
Mumbai
Print_ISBN :
978-1-4673-0127-5
DOI :
10.1109/WICT.2011.6141358