Mining Concept Sequences from Large-Scale Search Logs for Context-Aware Query Suggestion
Citations
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143 citations
Cites background or methods from "Mining Concept Sequences from Large..."
...But exploiting the user’s personal context has led to increases in QAC effectiveness [Bar-Yossef and Kraus, 2011, Liao et al., 2011, Santos et al., 2013, Shokouhi, 2013]....
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...This use of user reformulation behavior during query sessions results in significant improvements over the performance of start-of-the-art context-aware query completion or suggestion approaches [He et al., 2009, Bar-Yossef and Kraus, 2011, Liao et al., 2011]....
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107 citations
Cites background or methods from "Mining Concept Sequences from Large..."
...The work [25] further clusters relevant queries with common click-through data into concepts....
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...CACB proposed in [25] is a concept-based context-aware query suggestion method....
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...The idea is reasonable since disambiguating the user’s search intent by context has been studied extensively in query suggestion [5,9,16,25,26]....
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...[25] grouped queries into various concepts....
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...Many relevant queries are generated from conventional context-aware methods such as colon cancer symptoms (from [2]), celiac disease (from [16]), and colon cancer (from [25]) in our experiments....
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85 citations
Cites methods from "Mining Concept Sequences from Large..."
...[27] have explored session context using latent concept clusters from click-through bipartite graphs, while Guo et al....
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References
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"Mining Concept Sequences from Large..." refers methods in this paper
...[2001] combined query content information and click-through information and applied a density-based method, DBSCAN [Ester et al. 1996], to cluster queries....
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...Wen et al. [2001] combined query content information and click-through information and applied a density-based method, DBSCAN [Ester et al. 1996], to cluster queries....
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14,144 citations
"Mining Concept Sequences from Large..." refers methods in this paper
...To evaluate the effectiveness of the split-merge process, we compare the silhouette coefficient [Rousseeuw 1987] of the clusters before and after the split-merge process....
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...To evaluate the effectiveness of the split-merge process, we compare the silhouette coef.cient [Rousseeuw 1987] of the clusters before and after the split-merge process....
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