Title :
Energy function for learning invariance in multilayer perceptron
Author :
Peng, Hanchuan ; Sha, Lifeng ; Gan, Qiang ; Wei, Yu
Author_Institution :
Dept. of Biomed. Eng., Southeast Univ., Nanjing, China
fDate :
2/5/1998 12:00:00 AM
Abstract :
A new energy function is proposed for forming self-adapting ordered representations of input samples in a multilayer perceptron. Simulation results on unconstrained handwritten digit recognition give a better invariance extraction for this model than for several other models
Keywords :
character recognition; invariance; learning (artificial intelligence); multilayer perceptrons; energy function; invariance extraction; learning invariance; multilayer perceptron; neural networks; self-adapting ordered representations; unconstrained handwritten digit recognition;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19980161
