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Abstract
As the competition of Web search market increases, there
is a high demand for personalized Web search to conduct
retrieval incorporating Web users' information needs. This
paper focuses on utilizing clickthrough data to improve Web
search. Since millions of searches are conducted everyday,
a search engine accumulates a large volume of clickthrough
data, which records who submits queries and which pages
he/she clicks on. The clickthrough data is highly sparse and
contains di\#erent types of...


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