Evolutionary prototyping for handwriting recognition

被引:3
|
作者
Cordella, L. P.
De Stefano, C.
Fontanella, F.
机构
[1] Univ Naples Federico 2, Dipartimento Informat & Sistemist, I-80125 Naples, Italy
[2] Univ Cassino, Dipartimento Automaz Elettromagnetismo Ingn Infor, I-02043 Cassino, Italy
关键词
evolutionary computation; pattern recognition;
D O I
10.1142/S0218001407005351
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new prototyping method based on the evolutionary computation paradigm and on the concept of Vector Quantization is proposed. It uses a specifically devised evolutionary algorithm for evolving a set of prototype feature vectors and does not require any a priori knowledge about either the actual number of prototypes or the statistical properties of the input data. Experiments performed by using both synthetic data and handwritten digits randomly extracted from the NIST database have confirmed the effectiveness of the approach.
引用
收藏
页码:157 / 178
页数:22
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