Title :
Creation of classifier ensembles for handwritten word recognition using feature selection algorithms
Author :
Günter, Simon ; Bunke, Horst
Author_Institution :
Dept. of Comput. Sci., Bern Univ., Switzerland
Abstract :
The study of multiple classifier systems has become an area of intensive research in pattern recognition. Also in handwriting, recognition, systems combining several classifiers have been investigated. In the paper new methods for the creation of classifier ensembles based on feature selection algorithms are introduced. These new methods are evaluated and compared to existing approaches in the context of handwritten word recognition, using a hidden Markov model recognizer as basic classifier.
Keywords :
handwritten character recognition; hidden Markov models; pattern classification; classifier ensembles; feature selection algorithms; handwriting recognition; handwritten word recognition; hidden Markov model recognizer; multiple classifier systems; Character recognition; Computer science; Conferences; Handwriting recognition; Hidden Markov models; Machine learning; Pattern recognition; Principal component analysis; Search problems; Vocabulary;
Conference_Titel :
Frontiers in Handwriting Recognition, 2002. Proceedings. Eighth International Workshop on
Print_ISBN :
0-7695-1692-0
DOI :
10.1109/IWFHR.2002.1030906