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 | |
发表期刊 | IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES |
ISSN | 0916-8508 |
卷号 | E82A期号:10页码:2285-2290 |
摘要 | 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. |
关键词 | Boolean function neural networks Hamming space |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000083361800041 |
出版者 | IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/14676 |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Ma, XM |
作者单位 | 1.Beijing Univ Posts & Telecommun, Informat Secur Ctr, Beijing 100876, Peoples R China 2.Acad Sinica, Inst Syst Sci, Beijing 100080, Peoples R China |
推荐引用方式 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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