<> "The repository administrator has not yet configured an RDF license."^^ . <> . . "Hopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images"^^ . "We study filter–based feature selection methods for classification of biomedical images. For feature selection, we use two filters — a relevance filter which measures usefulness of individual features for target prediction, and a redundancy filter, which measures similarity between features. As selection method that combines relevance and redundancy we try out a Hopfield network. We experimentally compare selection methods, running unitary redundancy and relevance filters, against a greedy algorithm with redundancy thresholds [9], the min-redundancy max-relevance integration [8,23,36], and our Hopfield network selection. We conclude that on the whole, Hopfield selection was one of the most successful methods, outperforming min-redundancy max-relevance when\r\nmore features are selected. "^^ . "2008-07-17" . . . "Springer Heidelberg"^^ . . . "Advances in data mining: medical applications, e-commerce, marketing, and theoretical aspects. LNAI 5077"^^ . . . . . . . . . . . . . . . . . "Petra"^^ . "Perner"^^ . "Petra Perner"^^ . . "J."^^ . "Cerquides"^^ . "J. Cerquides"^^ . . "M."^^ . "Lopez"^^ . "M. Lopez"^^ . . "B."^^ . "Auffarth"^^ . "B. Auffarth"^^ . . . . . . "Hopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images (PDF)"^^ . . . . . . . . . . . "leipzip08.pdf"^^ . . . "Hopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images (Image (JPEG))"^^ . . . . . . "preview.jpg"^^ . . . "Hopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images (Indexer Terms)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #7061 \n\nHopfield Networks in Relevance and Redundancy Feature Selection Applied to Classification of Biomedical High-Resolution Micro-CT Images\n\n" . "text/html" . . . "Machine Learning" . . . "Statistical Models" . .