Advanced Language Modeling Approaches: (Case Study: Expert Search)

Djoerd Hiemstra

doi:10.1007/978-3-540-78646-7_87

Advanced Language Modeling Approaches: (Case Study: Expert Search)

Djoerd Hiemstra

Databases (Former)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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Abstract

This tutorial gives a clear and detailed overview of advanced language modeling approaches and tools, including the use of document priors, translation models, relevance models, parsimonious models and expectation maximization training. Expert search will be used as a case study to explain the consequences of modeling assumptions.

Original language	English
Title of host publication	Advances in Information Retrieval
Subtitle of host publication	30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings
Editors	Craig Macdonald, Iadh Ounis, Vassilis Plachouras, Ian Ruthven, Ryen W. White
Place of Publication	Berlin
Publisher	Springer
Pages	714-715
Number of pages	1
ISBN (Electronic)	978-3-540-78646-7
ISBN (Print)	978-3-540-78645-0
DOIs	https://doi.org/10.1007/978-3-540-78646-7_87
Publication status	Published - 2008
Event	30th European Conference on Information Retrieval, ECIR 2008: (IR Resarch) - Glasgow, United Kingdom Duration: 31 Mar 2008 → 4 Apr 2008 Conference number: 30

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
Volume	4956
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	30th European Conference on Information Retrieval, ECIR 2008
Abbreviated title	ECIR
Country/Territory	United Kingdom
City	Glasgow
Period	31/03/08 → 4/04/08

Keywords

IR-64758
METIS-250976
EWI-12721

Access to Document

10.1007/978-3-540-78646-7_87

Hiemstra2008ecirAccepted author version, 44.5 KB

Cite this

Hiemstra, D. (2008). Advanced Language Modeling Approaches: (Case Study: Expert Search). In C. Macdonald, I. Ounis, V. Plachouras, I. Ruthven, & R. W. White (Eds.), Advances in Information Retrieval: 30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings (pp. 714-715). (Lecture Notes in Computer Science; Vol. 4956). Springer. https://doi.org/10.1007/978-3-540-78646-7_87

Hiemstra, Djoerd. / Advanced Language Modeling Approaches : (Case Study: Expert Search). Advances in Information Retrieval: 30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings. editor / Craig Macdonald ; Iadh Ounis ; Vassilis Plachouras ; Ian Ruthven ; Ryen W. White. Berlin : Springer, 2008. pp. 714-715 (Lecture Notes in Computer Science).

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abstract = "This tutorial gives a clear and detailed overview of advanced language modeling approaches and tools, including the use of document priors, translation models, relevance models, parsimonious models and expectation maximization training. Expert search will be used as a case study to explain the consequences of modeling assumptions.",

keywords = "IR-64758, METIS-250976, EWI-12721",

author = "Djoerd Hiemstra",

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Hiemstra, D 2008, Advanced Language Modeling Approaches: (Case Study: Expert Search). in C Macdonald, I Ounis, V Plachouras, I Ruthven & RW White (eds), Advances in Information Retrieval: 30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings. Lecture Notes in Computer Science, vol. 4956, Springer, Berlin, pp. 714-715, 30th European Conference on Information Retrieval, ECIR 2008, Glasgow, United Kingdom, 31/03/08. https://doi.org/10.1007/978-3-540-78646-7_87

Advanced Language Modeling Approaches: (Case Study: Expert Search). / Hiemstra, Djoerd.
Advances in Information Retrieval: 30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings. ed. / Craig Macdonald; Iadh Ounis; Vassilis Plachouras; Ian Ruthven; Ryen W. White. Berlin: Springer, 2008. p. 714-715 (Lecture Notes in Computer Science; Vol. 4956).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

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AB - This tutorial gives a clear and detailed overview of advanced language modeling approaches and tools, including the use of document priors, translation models, relevance models, parsimonious models and expectation maximization training. Expert search will be used as a case study to explain the consequences of modeling assumptions.

KW - IR-64758

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Hiemstra D. Advanced Language Modeling Approaches: (Case Study: Expert Search). In Macdonald C, Ounis I, Plachouras V, Ruthven I, White RW, editors, Advances in Information Retrieval: 30th European Conference on IR Research, ECIR 2008, Glasgow, UK, March 30-April 3, 2008. Proceedings. Berlin: Springer. 2008. p. 714-715. (Lecture Notes in Computer Science). doi: 10.1007/978-3-540-78646-7_87