KMS Of Academy of mathematics and systems sciences, CAS
Boolean neural network design using set covering in hamming geometrical space | |
Ma, XM; Yi, XY; Zhang, Z | |
1999-10-01 | |
Source Publication | IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES
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ISSN | 0916-8508 |
Volume | E82AIssue:10Pages:2285-2290 |
Abstract | Some 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. |
Keyword | Boolean function neural networks Hamming space |
Language | 英语 |
WOS Research Area | Computer Science ; Engineering |
WOS Subject | Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic |
WOS ID | WOS:000083361800041 |
Publisher | IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/14676 |
Collection | 中国科学院数学与系统科学研究院 |
Corresponding Author | Ma, XM |
Affiliation | 1.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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