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CellNet utilizes our own set of arbitrarily chosen features, and is applied to the CEDAR Database of handwritten Latin characters, as well as to a database of handwritten Indian digits provided by CENPARMI. CellNet's cooperative co-evolutionary approach shows significant improvement over a more standard Genetic Algorithm, both in terms of efficiency and in nearly eliminating over-fitting (to the training set). Additionally, the binary classifiers autonomously evolved by CellNet return validation accuracies approaching 98% for both Latin and Indian digits, with no global changes to the system between the two trials.<\/jats:p>","DOI":"10.1142\/s0218001404003587","type":"journal-article","created":{"date-parts":[[2004,9,20]],"date-time":"2004-09-20T10:47:48Z","timestamp":1095677268000},"page":"1039-1056","source":"Crossref","is-referenced-by-count":6,"title":["PROJECT CellNet: EVOLVING AN AUTONOMOUS PATTERN RECOGNIZER"],"prefix":"10.1142","volume":"18","author":[{"given":"N.","family":"KHARMA","sequence":"first","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"T.","family":"KOWALIW","sequence":"additional","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"E.","family":"CLEMENT","sequence":"additional","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"C.","family":"JENSEN","sequence":"additional","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"YOUSSEF","sequence":"additional","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J.","family":"YAO","sequence":"additional","affiliation":[{"name":"Departments of Electrical and Computer Engineering and Computer Science, Concordia University, 1455 de Maisonneuve Blvd W, Montr\u00e9al, Canada H3G 1M8, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","author":"Al-Ohali Y.","journal-title":"Patt. 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Man Cybern."}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001404003587","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,4,29]],"date-time":"2023-04-29T10:11:35Z","timestamp":1682763095000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218001404003587"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004,9]]},"references-count":13,"journal-issue":{"issue":"06","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2004,9]]}},"alternative-id":["10.1142\/S0218001404003587"],"URL":"https:\/\/doi.org\/10.1142\/s0218001404003587","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"value":"0218-0014","type":"print"},{"value":"1793-6381","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004,9]]}}}