Protein Classification and Functional Prediction
Problem
Proteins are linear seqeuences of amino acids that perform essential functions in organisms. To determine the function of a protein, expensive experimental procedures are required. With better sequencing techniques, it becomes evident that computational … Read the rest
Kernel Barcoding
Kernel Methods for Sequence Classification
DNA Barcoding
Genomic approaches to classification of organisms exploit diversity among DNA sequences to identify organisms. The task of identification is to assign any unidentified organism to the taxonomic group at the target level: class, … Read the rest
Spatial Kernels
Fast Semi-Supervised Homology Prediction using Sparse Spatial Sample Kernel
Motivation:
Establishing structural and/or functional relationship between sequences, for instance, to infer the structural class of an unannotated protein, is a key task in a biological sequence analysis. Recent methods such … Read the rest