A new development on ANN in China - Biomimetic pattern recognition and multi weight vector neurons


Autoria(s): Wang SJ
Data(s)

2003

Resumo

A new model of pattern recognition principles-Biomimetic Pattern Recognition, which is based on "matter cognition" instead of "matter classification", has been proposed. As a important means realizing Biomimetic Pattern Recognition, the mathematical model and analyzing method of ANN get breakthrough: a novel all-purpose mathematical model has been advanced, which can simulate all kinds of neuron architecture, including RBF and BP models. As the same time this model has been realized using hardware; the high-dimension space geometry method, a new means to analyzing ANN, has been researched.

A new model of pattern recognition principles-Biomimetic Pattern Recognition, which is based on "matter cognition" instead of "matter classification", has been proposed. As a important means realizing Biomimetic Pattern Recognition, the mathematical model and analyzing method of ANN get breakthrough: a novel all-purpose mathematical model has been advanced, which can simulate all kinds of neuron architecture, including RBF and BP models. As the same time this model has been realized using hardware; the high-dimension space geometry method, a new means to analyzing ANN, has been researched.

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Natl Nat Sci Fdn China.; Chongqing Municipal Educ Comm.; Chongqing Municipal Sci & Technol Comm.; Chongqing Bur Informat Ind.

Chinese Acad Sci, Inst Semicond, Lab Artificial Neural Networks, Beijing 100083, Peoples R China

Natl Nat Sci Fdn China.; Chongqing Municipal Educ Comm.; Chongqing Municipal Sci & Technol Comm.; Chongqing Bur Informat Ind.

Identificador

http://ir.semi.ac.cn/handle/172111/14837

http://www.irgrid.ac.cn/handle/1471x/105136

Idioma(s)

英语

Publicador

SPRINGER-VERLAG BERLIN

HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY

Fonte

Wang SJ .A new development on ANN in China - Biomimetic pattern recognition and multi weight vector neurons .见:SPRINGER-VERLAG BERLIN .ROUGH SETS, FUZZY SETS, DATA MINING, AND GRANULAR COMPUTING, 2639,HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY ,2003,35-43

Palavras-Chave #人工智能 #neural network #high-dimensional space geometry #pattern recognition
Tipo

会议论文