Less is More - Genetic Optimisation of Nearest Neighbour Classifiers Export

@misc{citeulike:407635, abstract = {The present paper deals with optimisation of Nearest Neighbour rule Classifiers via Genetic Algorithms. The methodology consists on implement a Genetic Algorithm capable of search the input feature space used by the NNR classifier. Results show that is adequate to perform feature reduction and simultaneous improve the Recognition Rate. Some practical examples prove that is possible to Recognise Portuguese Granites in 100\%, with only 3 morphological features (from an original set of 117...}, author = {Ramos, V. and Muge, F.}, citeulike-article-id = {407635}, citeulike-linkout-0 = {http://citeseer.ist.psu.edu/ramos98less.html}, citeulike-linkout-1 = {http://citeseer.lcs.mit.edu/ramos98less.html}, citeulike-linkout-2 = {http://citeseer.ifi.unizh.ch/ramos98less.html}, citeulike-linkout-3 = {http://citeseer.comp.nus.edu.sg/ramos98less.html}, citeulike-linkout-4 = {http://alfa.ist.utl.pt/~cvrm/staff/vramos/ref_13.html}, keywords = {classification, evolutionary\_computation, genetic, genetic\_algorithms, image\_classification, nearest\_neighbor\_classification, pattern\_recognition}, posted-at = {2005-11-24 18:19:24}, priority = {0}, title = {Less is More - Genetic Optimisation of Nearest Neighbour Classifiers}, url = {http://citeseer.ist.psu.edu/ramos98less.html}, year = {1998} }

TY - GEN ID - citeulike:407635 L3 - citeulike-article-id:407635 N2 - The present paper deals with optimisation of Nearest Neighbour rule Classifiers via Genetic Algorithms. The methodology consists on implement a Genetic Algorithm capable of search the input feature space used by the NNR classifier. Results show that is adequate to perform feature reduction and simultaneous improve the Recognition Rate. Some practical examples prove that is possible to Recognise Portuguese Granites in 100%, with only 3 morphological features (from an original set of 117... TI - Less is More - Genetic Optimisation of Nearest Neighbour Classifiers KW - classification KW - evolutionary_computation KW - genetic KW - genetic_algorithms KW - image_classification KW - nearest_neighbor_classification KW - pattern_recognition AU - Ramos, V AU - Muge, F PY - 1998/// UR - http://citeseer.ist.psu.edu/ramos98less.html ER -