000 -LEADER |
fixed length control field |
05507nam a2200613 i 4500 |
001 - CONTROL NUMBER |
control field |
6813364 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
IEEE |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20200413152902.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
fixed length control field |
m eo d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr cn |||m|||a |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
100504s2010 caua foab 000 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
Canceled/invalid ISBN |
9781608453573 (pbk.) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781608453580 (electronic bk.) |
024 7# - OTHER STANDARD IDENTIFIER |
Standard number or code |
10.2200/S00235ED1V01Y201004ICR015 |
Source of number or code |
doi |
035 ## - SYSTEM CONTROL NUMBER |
System control number |
(CaBNVSL)swl00006009 |
035 ## - SYSTEM CONTROL NUMBER |
System control number |
(OCoLC)631830853 |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
CaBNVSL |
Transcribing agency |
CaBNVSL |
Modifying agency |
CaBNVSL |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
TK5105.884 |
Item number |
.C274 2010 |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
025.04 |
Edition number |
22 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Carmel, David. |
245 10 - TITLE STATEMENT |
Title |
Estimating the query difficulty for information retrieval |
Medium |
[electronic resource] / |
Statement of responsibility, etc. |
David Carmel and Elad Yom-Tov. |
260 ## - PUBLICATION, DISTRIBUTION, ETC. |
Place of publication, distribution, etc. |
San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : |
Name of publisher, distributor, etc. |
Morgan & Claypool, |
Date of publication, distribution, etc. |
c2010. |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 electronic text (ix, 77 p. : ill.) : |
Other physical details |
digital file. |
490 1# - SERIES STATEMENT |
Series statement |
Synthesis lectures on information concepts, retrieval, and services, |
International Standard Serial Number |
1947-9468 ; |
Volume/sequential designation |
# 15 |
538 ## - SYSTEM DETAILS NOTE |
System details note |
Mode of access: World Wide Web. |
538 ## - SYSTEM DETAILS NOTE |
System details note |
System requirements: Adobe Acrobat Reader. |
500 ## - GENERAL NOTE |
General note |
Part of: Synthesis digital library of engineering and computer science. |
500 ## - GENERAL NOTE |
General note |
Series from website. |
504 ## - BIBLIOGRAPHY, ETC. NOTE |
Bibliography, etc. note |
Includes bibliographical references (p. 69-71). |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
9. Summary and conclusions -- Summary -- What next -- Concluding remarks -- Bibliography -- Authors' biographies. |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
8. Applications of query difficulty estimation -- Feedback: to the user and to the system -- Federation and metasearch -- Content enhancement using missing content analysis -- Selective query expansion -- Selective expansion based on query drift estimation -- Adaptive use of pseudo relevance feedback -- Other uses of query difficulty prediction -- Summary -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
7. A general model for query difficulty -- Geometrical illustration -- General model -- Validating the general model -- The relationship between aspect coverage and query difficulty -- Validating the relationship between aspect coverage and query difficulty -- Summary -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
6. Combining predictors -- Linear regression -- Combining pre-retrieval predictors -- Combining post-retrieval predictors -- Combining predictors based on statistical decision theory -- Evaluating the UEF framework -- Results -- Combining predictors in the UEF model -- Summary -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
5. Post-retrieval prediction methods -- Clarity -- Definition -- Examples -- Other clarity measures -- Robustness -- Query perturbation -- Document perturbation -- Retrieval perturbation -- Cohesion -- Score distribution analysis -- Evaluating post-retrieval methods -- Prediction sensitivity -- Summary -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
3. Query performance prediction methods -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
4. Pre-retrieval prediction methods -- Linguistic approaches -- Statistical approaches -- Definitions -- Specificity -- Similarity -- Coherency -- Term relatedness -- Evaluating pre-retrieval methods -- Summary -- |
505 8# - FORMATTED CONTENTS NOTE |
Formatted contents note |
2. Basic concepts -- The retrieval task -- The prediction task -- Linear correlation -- Rank correlation -- Prediction robustness -- Summary -- |
505 0# - FORMATTED CONTENTS NOTE |
Formatted contents note |
1. Introduction: the robustness problem of information retrieval -- Reasons for retrieval failures, the RIA workshop -- Instability in retrieval, the TREC's robust tracks -- Estimating the query difficulty -- Summary -- |
506 1# - RESTRICTIONS ON ACCESS NOTE |
Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Google book search |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
INSPEC |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Google scholar |
510 0# - CITATION/REFERENCES NOTE |
Name of source |
Compendex |
520 3# - SUMMARY, ETC. |
Summary, etc. |
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. |
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
Additional physical form available note |
Also available in print. |
588 ## - SOURCE OF DESCRIPTION NOTE |
Source of description note |
Title from PDF t.p. (viewed on May 4, 2010). |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Information retrieval. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Querying (Computer science) |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Search engines |
General subdivision |
Programming. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Yom-Tov, Elad. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
Synthesis digital library of engineering and computer science. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
Synthesis lectures on information concepts, retrieval, and services, |
International Standard Serial Number |
1947-9468 ; |
Volume/sequential designation |
# 15. |
856 42 - ELECTRONIC LOCATION AND ACCESS |
Materials specified |
Abstract with links to resource |
Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=6813364 |