A generalized model via random walks for information filtering
文献类型：期刊论文
| 作者 | Ren, Zhuo-Ming1,2; Kong, Yixiu1; Shang, Ming-Shang2; Zhang, Yi-Cheng1 |
| 刊名 | PHYSICS LETTERS A
 |
| 出版日期 | 2016-08-06 |
| 卷号 | 380期号:34页码:2608-2614 |
| 关键词 | Information filtering Recommendations Random walk |
| ISSN号 | 0375-9601 |
| DOI | 10.1016/j.physleta.2016.06.009 |
| 通讯作者 | Ren, ZM (reprint author), Univ Fribourg, Dept Phys, Chemin Musee 3, CH-1700 Fribourg, Switzerland. ; Ren, ZM ; Shang, MS (reprint author), Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing 400714, Peoples R China. |
| 英文摘要 | There could exist a simple general mechanism lurking beneath collaborative filtering and interdisciplinary physics approaches which have been successfully applied to online E-commerce platforms. Motivated by this idea, we propose a generalized model employing the dynamics of the random walk in the bipartite networks. Taking into account the degree information, the proposed generalized model could deduce the collaborative filtering, interdisciplinary physics approaches and even the enormous expansion of them. Furthermore, we analyze the generalized model with single and hybrid of degree information on the process of random walk in bipartite networks, and propose a possible strategy by using the hybrid degree information for different popular objects to toward promising precision of the recommendation. (C) 2016 Elsevier B.V. All rights reserved. |
| 资助项目 | EU[611272] ; Swiss National Science Foundation[200020-143272] ; National Natural Science Foundation of China[61370150] ; National Natural Science Foundation of China[61433014] |
| WOS研究方向 | Physics |
| 语种 | 英语 |
| WOS记录号 | WOS:000380078200004 |
| 出版者 | ELSEVIER SCIENCE BV |
| 源URL | [http://119.78.100.138/handle/2HOD01W0/2675]  |
| 专题 | 大数据挖掘及应用中心 |
| 通讯作者 | Ren, Zhuo-Ming; Shang, Ming-Shang |
| 作者单位 | 1.Univ Fribourg, Dept Phys, Chemin Musee 3, CH-1700 Fribourg, Switzerland 2.Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing 400714, Peoples R China |
| 推荐引用方式 GB/T 7714 | Ren, Zhuo-Ming,Kong, Yixiu,Shang, Ming-Shang,et al. A generalized model via random walks for information filtering[J]. PHYSICS LETTERS A,2016,380(34):2608-2614. |
| APA | Ren, Zhuo-Ming,Kong, Yixiu,Shang, Ming-Shang,&Zhang, Yi-Cheng.(2016).A generalized model via random walks for information filtering.PHYSICS LETTERS A,380(34),2608-2614. |
| MLA | Ren, Zhuo-Ming,et al."A generalized model via random walks for information filtering".PHYSICS LETTERS A 380.34(2016):2608-2614. |
入库方式： OAI收割
来源：重庆绿色智能技术研究院
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