The polynomial method augmented by supervised training for hand printed character recognition

Show simple item record Anderson, Peter en_US Gaborski, Roger en_US 2006-12-18T17:28:40Z en_US 2006-12-18T17:28:40Z en_US 1995-03-21 en_US
dc.identifier.citation Artificial Neural Networks and Genetic Algorithm (1993) 417-422 en_US
dc.identifier.uri en_US
dc.description "The Polynomial method augmented by supervised training for hand-printed character recognition," Presented at The International Conference on Artificial Neural Networks and Genetic Algorithms "ANNGA 93". Held in Innsbruck, Austria, April 1993. en_US
dc.description.abstract We present a pattern recognition algorithm for hand-printed characters, based on a combination of the classical least squares method and a neural-network-type supervised training algorithm. Characters are mapped, nonlinearly, to feature vectors using selected quadratic polynomilas of the given pixels. We use a method for extracting an equidistributed subsample of all possible quadratic features. This method creates pattern classifiers with accuracy competitive to feed-forward systems trained using back propagation; however back propagation training takes longer by a factor of ten to fifty. (This makes our system particularly attractive for experimentation with other forms of feature representation, other character sets, etc.) The resulting classifier runs much faster in use than the back propagation trained systems, because all arithmetic is done using bit and integer operations. en_US
dc.format.extent 180045 bytes en_US
dc.format.mimetype application/pdf en_US
dc.language.iso en_US en_US
dc.publisher Springer-Verlag en_US
dc.relation RIT Scholars content from RIT Digital Media Library has moved from to RIT Scholar Works, please update your feeds & links!
dc.subject Algorithm en_US
dc.subject Neural networks en_US
dc.subject Polynomial method en_US
dc.title The polynomial method augmented by supervised training for hand printed character recognition en_US
dc.type Proceedings en_US

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