Max-min-degree neural network for centralized-decentralized collaborative computing
文献类型：期刊论文
| 作者 | Sheng, Yiqiang1; Wang, Jinlin1; Li, Chaopeng2; Qi, Weining1 |
| 刊名 | Ieice transactions on communications
 |
| 出版日期 | 2016-04-01 |
| 卷号 | E99b期号:4页码:841-848 |
| 关键词 | Big data Cloud computing Decentralized computing Collaborative computing Learning systems |
| ISSN号 | 0916-8516 |
| DOI | 10.1587/transcom.2015adp0013 |
| 通讯作者 | Sheng, yiqiang(shengyq@dsp.ac.cn) |
| 英文摘要 | In this paper, we propose an undirected model of learning systems, named max-min-degree neural network, to realize centralized-decentralized collaborative computing. the basic idea of the proposal is a max-min-degree constraint which extends a k-degree constraint to improve the communication cost, where k is a user-defined degree of neurons. the max-min-degree constraint is defined such that the degree of each neuron lies between k(min) and k(max). accordingly, the boltzmann machine is a special case of the proposal with k(min) = k(max) = n, where n is the full-connected degree of neurons. evaluations show that the proposal is much better than a state-of-the-art model of deep learning systems with respect to the communication cost. the cost of the above improvement is slower convergent speed with respect to data size, but it does not matter in the case of big data processing. |
| WOS关键词 | ENVIRONMENT ; GPU |
| WOS研究方向 | Engineering ; Telecommunications |
| WOS类目 | Engineering, Electrical & Electronic ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000381561000009 |
| 出版者 | IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2376357 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Sheng, Yiqiang |
| 作者单位 | 1.Chinese Acad Sci, Natl Network New Media Engn Res Ctr, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Sheng, Yiqiang,Wang, Jinlin,Li, Chaopeng,et al. Max-min-degree neural network for centralized-decentralized collaborative computing[J]. Ieice transactions on communications,2016,E99b(4):841-848. |
| APA | Sheng, Yiqiang,Wang, Jinlin,Li, Chaopeng,&Qi, Weining.(2016).Max-min-degree neural network for centralized-decentralized collaborative computing.Ieice transactions on communications,E99b(4),841-848. |
| MLA | Sheng, Yiqiang,et al."Max-min-degree neural network for centralized-decentralized collaborative computing".Ieice transactions on communications E99b.4(2016):841-848. |
入库方式： iSwitch采集
来源：中国科学院大学
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