How to find appropriate automobile exhibition halls: towards a personalized recommendation service for auto show
文献类型：期刊论文
| 作者 | Guo, Danhuai1; Zhu, Yingqiu1; Xu, Wei2,3; Shang, Shuo4; Ding, Zhiming5 |
| 刊名 | Neurocomputing
 |
| 出版日期 | 2016-11-12 |
| 卷号 | 213页码:95-101 |
| 关键词 | Auto show Automobile exhibition halls Recommendation Profiling |
| ISSN号 | 0925-2312 |
| DOI | 10.1016/j.neucom.2016.02.084 |
| 通讯作者 | Xu, wei(weixu@ruc.edu.cn) |
| 英文摘要 | This paper proposes a novel recommendation methodology to guide visitors to find their proper automobile exhibition halls for auto show. in the proposed method, spatio-temporal features of visitors' behavior are first considered to construct their profiling, and then their interests are extracted based on visitors' clustering. next, three modules including relevance module, quality module and integration module are developed for ranking visitors' preference of exhibition halls. finally, highly desired exhibition halls are personalized and recommended to proper visitors. in the proposed modules, the relevance module is developed to measure the relationship of an automobile exhibition and a visitor, while the quality module is constructed to analyze the quality of each automobile exhibition. the integration module is to combine two modules above for recommending appropriate automobile exhibition. the proposed approach is well validated using a real world dataset, and compared with several baseline models. our experimental results indicate that in terms of the well-known evaluation metrics, the proposed method can achieve more useful and feasible recommendation results, and our finding highlights that the proposed method can help both visitors to find a more appropriate automobile exhibition halls, and manage officers to reduce more management cost. (c) 2016 elsevier b.v. all rights reserved. |
| WOS关键词 | SPATIAL IMAGE STEGANOGRAPHY ; NETWORKS ; SYSTEMS |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| 语种 | 英语 |
| WOS记录号 | WOS:000386406700011 |
| 出版者 | ELSEVIER SCIENCE BV |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2374202 |
| 专题 | 计算机网络信息中心 |
| 通讯作者 | Xu, Wei |
| 作者单位 | 1.Chinese Acad Sci, Sci Data Ctr, Comp Network Informat Ctr, Beijing, Peoples R China 2.Renmin Univ China, Sch Informat, Beijing, Peoples R China 3.Renmin Univ China, Smart City Res Ctr, Beijing, Peoples R China 4.China Univ Petr, Beijing, Peoples R China 5.Beijing Univ Technol, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Guo, Danhuai,Zhu, Yingqiu,Xu, Wei,et al. How to find appropriate automobile exhibition halls: towards a personalized recommendation service for auto show[J]. Neurocomputing,2016,213:95-101. |
| APA | Guo, Danhuai,Zhu, Yingqiu,Xu, Wei,Shang, Shuo,&Ding, Zhiming.(2016).How to find appropriate automobile exhibition halls: towards a personalized recommendation service for auto show.Neurocomputing,213,95-101. |
| MLA | Guo, Danhuai,et al."How to find appropriate automobile exhibition halls: towards a personalized recommendation service for auto show".Neurocomputing 213(2016):95-101. |
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来源：计算机网络信息中心
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