Designing Web Usability: The Practice of Simplicity
Designing Web Usability: The Practice of Simplicity
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Time-dependent semantic similarity measure of queries using historical click-through data
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Extracting news-related queries from web query log
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Mining search engine query logs for social filtering-based query recommendation
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Inferring semantic query relations from collective user behavior
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Topic modeling for named entity queries
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A web search method based on the temporal relation of query keywords
WISE'06 Proceedings of the 7th international conference on Web Information Systems
Network flow for collaborative ranking
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Query approximation by semantic similarity in GeoPQL
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Mining temporal patterns in popularity of web items
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Time-sensitive query auto-completion
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Dimension independent similarity computation
The Journal of Machine Learning Research
Using temporal bursts for query modeling
Information Retrieval
Investigating query bursts in a web search engine
Web Intelligence and Agent Systems
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We investigate the idea of finding semantically related search engine queries based on their temporal correlation; in other words, we infer that two queries are related if their popularities behave similarly over time. To this end, we first define a new measure of the temporal correlation of two queries based on the correlation coefficient of their frequency functions. We then conduct extensive experiments using our measure on two massive query streams from the MSN search engine, revealing that this technique can discover a wide range of semantically similar queries. Finally, we develop a method of efficiently finding the highest correlated queries for a given input query using far less space and time than the naive approach, making real-time implementation possible.