CSpace
Boolean neural network design using set covering in hamming geometrical space
Ma, XM; Yi, XY; Zhang, Z
1999-10-01
Source PublicationIEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES
ISSN0916-8508
VolumeE82AIssue:10Pages:2285-2290
AbstractSome novel learning strategies based on set covering in Hamming geometrical space are presented and proved, which are related to the three-layer Boolean neural network (BNN) for implementing an arbitrary Boolean function with low-complexity. Each hidden neuron memorizes a set of learning patterns, then the output layer combines these hidden neurons for explicit output as a Boolean function. The network structure is simple, reliable and can be easily implemented by hardware.
KeywordBoolean function neural networks Hamming space
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000083361800041
PublisherIEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG
Citation statistics
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/14676
Collection中国科学院数学与系统科学研究院
Corresponding AuthorMa, XM
Affiliation1.Beijing Univ Posts & Telecommun, Informat Secur Ctr, Beijing 100876, Peoples R China
2.Acad Sinica, Inst Syst Sci, Beijing 100080, Peoples R China
Recommended Citation
GB/T 7714
Ma, XM,Yi, XY,Zhang, Z. Boolean neural network design using set covering in hamming geometrical space[J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,1999,E82A(10):2285-2290.
APA Ma, XM,Yi, XY,&Zhang, Z.(1999).Boolean neural network design using set covering in hamming geometrical space.IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,E82A(10),2285-2290.
MLA Ma, XM,et al."Boolean neural network design using set covering in hamming geometrical space".IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES E82A.10(1999):2285-2290.
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