Query ranking model for search engine query recommendation
文献类型：期刊论文
| 作者 | JianGuo Wang; Joshua X.Huang; JiaFeng Guo; YanYan Lan |
| 刊名 | INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS
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| 出版日期 | 2017 |
| 文献子类 | 期刊论文 |
| 英文摘要 | In this paper, we propose a query ranking model to select and order queries for search engine query recommendations. In contrast to existing similarity-based query recommendation methods (Agglomerative clustering of a search engine query log, 2000; The query-flow graph: model and applications, 2008], this model is based on utility, and ranks a query based on the joint probability of events whereby a query is selected by the user, the search results of the query are selected by the user, and the chosen search results satisfy the user’s information needs. We thus define three utilities in our model: a query-level utility representing the attractiveness of a query to the user, a perceived utility measuring the user’s actions given the search results, and a posterior utility measuring the user’s satisfaction with the chosen search results. We propose methods to compute these three utilities from query log data. In experiments involving real query log data, our proposed query ranking model outperformed seven other baseline methods in generating useful recommendations. Query ranking model for search engine query recommendation - ResearchGate. Available from: http://www.researchgate.net/publication/276485073_Query_ranking_model_for_search_engine_query_recommendation [accessed Jul 1, 2015]. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/12561]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS |
| 推荐引用方式 GB/T 7714 | JianGuo Wang,Joshua X.Huang,JiaFeng Guo,et al. Query ranking model for search engine query recommendation[J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2017. |
| APA | JianGuo Wang,Joshua X.Huang,JiaFeng Guo,&YanYan Lan.(2017).Query ranking model for search engine query recommendation.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS. |
| MLA | JianGuo Wang,et al."Query ranking model for search engine query recommendation".INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS (2017). |
入库方式： OAI收割
来源：深圳先进技术研究院
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