Recommending high utility queries via query-reformulation graph
文献类型：期刊论文
| 作者 | JianGuo Wang; Joshua X.Huang; Dingming Wu |
| 刊名 | Mathematical Problems in Engineering
 |
| 出版日期 | 2015 |
| 英文摘要 | Query recommendation is an essential part of modern search engine which aims at helping users find useful information. Existing query recommendation methods all focus on recommending similar queries to the users. However, the main problem of these similarity-based approaches is that even some very similar queries may return few or even no useful search results, while other less similar queries may return more useful search results, especially when the initial query does not reflect user’s search intent correctly. Therefore, we propose recommending high utility queries, that is, useful queries with more relevant documents, rather than similar ones. In this paper, we first construct a query-reformulation graph that consists of query nodes, satisfactory document nodes, and interruption node. Then, we apply an absorbing random walk on the query-reformulation graph and model the document utility with the transition probability from initial query to the satisfactory document. At last, we propagate the document utilities back to queries and rank candidate queries with their utilities for recommendation. Extensive experiments were conducted on real query logs, and the experimental results have shown that our method significantly outperformed the state-of-the-art methods in recommending high utility queries. |
| 收录类别 | SCI |
| 原文出处 | http://www.hindawi.com/journals/mpe/2015/956468/abs/ |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/6899]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | Mathematical Problems in Engineering |
| 推荐引用方式 GB/T 7714 | JianGuo Wang,Joshua X.Huang,Dingming Wu. Recommending high utility queries via query-reformulation graph[J]. Mathematical Problems in Engineering,2015. |
| APA | JianGuo Wang,Joshua X.Huang,&Dingming Wu.(2015).Recommending high utility queries via query-reformulation graph.Mathematical Problems in Engineering. |
| MLA | JianGuo Wang,et al."Recommending high utility queries via query-reformulation graph".Mathematical Problems in Engineering (2015). |
入库方式： OAI收割
来源：深圳先进技术研究院
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