Title :
A Critical Examination of Complex Network File Formats for Bioinformatics Data Sources
Author :
Ghaffar, Abdul ; Niazi, Muaz A. ; Mustafa, F.
Author_Institution :
Dept. of Biosci., COMSATS Inst. of IT, Islamabad, Pakistan
Abstract :
Recent work has demonstrated the effectiveness of using complex networks for studying complex biological interactions. The process often involves conversion of biological data such as gene expressions or biochemical interactions into one of numerous complex network file formats. However, the exact selection of an appropriate file format for a particular dataset often poses a non-trivial decision problem, biologists are non-specialist end-users and find it difficult to select a particular format for data storage and conversion. In this paper, we propose a solution to this problem of the selection of a suitable network format by means of a critical evaluation based on performance analysis of empirical experiments on biological data sets of different sizes. Experimental results substantiate the hypothesis of being extra careful in the selection of a suitable complex network format based primarily on the size of the biological dataset.
Keywords :
biochemistry; bioinformatics; complex networks; electronic data interchange; genetics; performance evaluation; storage management; biochemical interactions; bioinformatics data sources; biological data sets; complex biological interactions; complex network file formats; data conversion; data storage; gene expressions; nontrivial decision problem; performance analysis; Adaptation models; Bioinformatics; Biology; Complex networks; Computational modeling; Loading; Software; Bioinformatics; Cognitive Agent-based Computing; Complex Adaptive Systems; Complex Networks;
Conference_Titel :
Frontiers of Information Technology (FIT), 2012 10th International Conference on
Conference_Location :
Islamabad
Print_ISBN :
978-1-4673-4946-8
DOI :
10.1109/FIT.2012.70