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An incremental model on search engine query recommendation

delete2016-12-01
delete3
PRE
AI
王
王建国 (Jianguo Wang) *
J
Joshua Zhexue Huang
D
Dingming Wu
J
Jiafeng Guo
Y
Yanyan Lan
DOI:10.1016/j.neucom.2016.09.003delete
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摘要

摘要

En 中文
Search engine query recommendation based on mining query logs has been considered as an important and useful method of facilitating users to retrieve information. However, the log data evolves quickly. Existing query recommendation approaches have to rebuild the models when new log data arrive. In this paper, we extend the query ranking model (QRM) proposed in our previous work (Wang et al., 2015) 111 to an adaptive model in which new coming log data is incrementally added, so that the recommendation model is kept up-to-date. The experimental results have demonstrated that the proposed incremental query ranking model (IQRM) is able to recommend queries more efficiently than re-building QRM on evolving log data without losing accuracy. (C) 2016 Elsevier B.V. All rights reserved.
Keyword:
Query recommendation
Query log analysis
Convex optimization
Incremental update method
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期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

U
university of chinese academy of sciences, cas
学者数:
4.1W
论文数: 3.8W
被引数: 75
S
shenzhen university
学者数:
4.6W
论文数: 3.4W
被引数: 72
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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