Estimating the Query Difficulty for Information Retrieval

Author:   David Carmel ,  Elad Yom-Tov ,  Gary Marchionini
Publisher:   Morgan & Claypool Publishers
ISBN:  

9781608453573


Pages:   89
Publication Date:   01 November 2010
Format:   Paperback
Availability:   Out of print, replaced by POD   Availability explained
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Estimating the Query Difficulty for Information Retrieval


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Overview

Many information retrieval (IR) systems suffer from a radical variance in performance when responding to users' queries. Even for systems that succeed very well on average, the quality of results returned for some of the queries is poor. Thus, it is desirable that IR systems will be able to identify """"difficult"""" queries so they can be handled properly. Understanding why some queries are inherently more difficult than others is essential for IR, and a good answer to this important question will help search engines to reduce the variance in performance, hence better servicing their customer needs. Estimating the query difficulty is an attempt to quantify the quality of search results retrieved for a query from a given collection of documents. This book discusses the reasons that cause search engines to fail for some of the queries, and then reviews recent approaches for estimating query difficulty in the IR field. It then describes a common methodology for evaluating the prediction quality of those estimators, and experiments with some of the predictors applied by various IR methods over several TREC benchmarks. Finally, it discusses potential applications that can utilize query difficulty estimators by handling each query individually and selectively, based upon its estimated difficulty.

Full Product Details

Author:   David Carmel ,  Elad Yom-Tov ,  Gary Marchionini
Publisher:   Morgan & Claypool Publishers
Imprint:   Morgan & Claypool Publishers
Dimensions:   Width: 18.70cm , Height: 0.40cm , Length: 23.50cm
Weight:   0.171kg
ISBN:  

9781608453573


ISBN 10:   160845357
Pages:   89
Publication Date:   01 November 2010
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Unknown
Availability:   Out of print, replaced by POD   Availability explained
We will order this item for you from a manufatured on demand supplier.

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