Title :
Qualitative mapping, inner product transformation of qualitative criterion, artificial neuron and pattern recognition
Author :
Jiali Feng ; Mao, Qihuang ; Xu, Guanglin ; Jingjuan Feng
Author_Institution :
Dept. of Comput. Sci., Shanghai Maritime Univ., China
Abstract :
The qualitative mapping (QM) model for judging a property p(o) whose true value varies according to the qualitative criterion [α,β], τp(x, [α,β]) is presented in this paper. The inner product transformation of qualitative criterion w_[α,β] and the relation between w_[α,β] and artificial neuron is discussed. By the the intercept form of artificial neuron, we prove that an AN is just a boundary of a qualitative mapping, and if a neighborhood is closed by a group of artificial neurons induced by a group inner product transformations, then the qualitative mapping whose criterion is the closed neighborhood is equivalent to the artificial networks which consists of the group of them.
Keywords :
neural nets; pattern recognition; theorem proving; artificial network; artificial neuron; inner product transformation; pattern recognition; qualitative criterion; qualitative mapping; Computer science; Educational institutions; Equations; Mathematical model; Mechanical engineering; Mechanical factors; Neurons; Pattern recognition; Temperature;
Conference_Titel :
Multimedia, Seventh IEEE International Symposium on
Print_ISBN :
0-7695-2489-3
DOI :
10.1109/ISM.2005.94