Learning to Rewrite Queries

CIKM 2016论文

Related Work

J. Xu and W. B. Croft. Query expansion using local
and global document analysis. In Proceedings of the
19th annual international ACM SIGIR conference on
Research and development in information retrieval,
pages 4-11. ACM, 1996.
方法：利用搜索结果排名靠前的文档来expand query
缺点：对初始rank结果敏感，并且没有用到用户行为信息

H. Cui, J.-R. Wen, J.-Y. Nie, and W.-Y. Ma.
Probabilistic query expansion using query logs. In
Proceedings of the 11th international conference on
World Wide Web, pages 325{332. ACM, 2002.
I. Antonellis, H. G. Molina, and C. C. Chang.
Simrank++: query rewriting through link analysis of
the click graph. Proceedings of the VLDB Endowment,
1(1):408{421, 2008.
方法：结合用户点击率信息
B. M. Fonseca, P. Golgher, B. P^ossas,
B. Ribeiro-Neto, and N. Ziviani. Concept-based
interactive query expansion. In Proceedings of the 14th
ACM international conference on Information and
knowledge management, pages 696{703. ACM, 2005.
方法：基于点击graph图的query相似度
R. Jones, B. Rey, O. Madani, and W. Greiner.
Generating query substitutions. In Proceedings of the
15th international conference on World Wide Web,
pages 387{396. ACM, 2006.
方法：认为同一搜索session中出现的query是相似的（可以认为session中的最后一个query为标准query）
这类利用的共同缺点是：对初始rank结果敏感，并且没有用到用户行为信息