Kent Academic Repository (University of Kent) · 2007 · 41 citations · 10 references
Open access
Life SciencesBioinformaticsBiomedical InformaticsComputational BiologyStructural BioinformaticsStructural BiologyProtein Function AnnotationProtein StructureProtein Structure ModelingClassification AlgorithmsHierarchical CategorizationHierarchical ClassificationProtein Family ClassificationProtein Function PredictionProtein Identification AlgorithmsStructure-based Function PredictionSupervised Classification Algorithms
Some data can be naturally organised as a hierarchy of classes. The classification of data in such a hierarchy poses some unique challenges to data miners. One particular case of this is the classification of GPCR proteins by their function. G-Protein Coupled Receptors (GPCRs) are important as they can transmit messages from a cell’s exterior to its interior, changing that cell’s behaviour. For this reason,
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Improvements to Platt's SMO Algorithm for SVM Classifier Design
S. Sathiya Keerthi, Shirish Shevade, Chiranjib Bhattacharyya et al. · Neural Computation · 2001 · 1.8K citations
GCRDb: a G-protein-coupled receptor database.
Lee F. Kolakowski · PubMed · 1994 · 517 citations