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Mining the Gene-Protein Data – Novel Statistical Techniques Dr. Rajani R. Joshi, Professor, Dept. of Mathematics & Associated Faculty (Professor), Sch. of Biosciences & Bioengineering, Indian Institute of Technology, Powai Mumbai: 400 076. Email: [email protected] Statistical Datamining is the heart of Bioinformatics. While, minimum-variance designs, clustering and Hidden Markov Modeling are well known and extensively used, the concept and applications of relational probabilistic decision trees and knowledge-based correlation and nonparametric modeling are rather new in deciphering protein structural genomics, protein folding and protein-protein binding from the existing gene and protein databanks. The talk will highlight importance of these with special focus on proteindomain predictions and two new softwares ParaDes and PROPAINOR developed in author’s lab.