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Genetical Engineering of Handwriting Representations

, , and . Eighth International Workshop on Frontiers in Handwriting Recognition 2002 (IWFHR 2002), page 145--150. Niagara-on-the-Lake, Ontario, Canada, (August 2002)
DOI: doi:10.1109/IWFHR.2002.1030900

Abstract

This paper presents experiments with genetically engineered feature sets for recognition of on-line handwritten characters. These representations stem from a nondescript decomposition of the character frame into a set of rectangular regions, possibly overlapping, each represented by a vector of 7 fuzzy variables. Efficient new feature sets are automatically discovered using genetic programming techniques. Recognition experiments conducted on isolated digits of the Unipen database yield improvements of more than 3percent over a previously manually designed representation where region positions and sizes were fixed.

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