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Building a domain-specific document collection for evaluating metadata effects on information retrieval

Magdy, Walid and Min, Jinming and Leveling, Johannes and Jones, Gareth J.F. (2010) Building a domain-specific document collection for evaluating metadata effects on information retrieval. In: LREC 2010 - 7th conference on International Language Resources and Evaluation, 17-23 May 2010, Valletta, Malta.

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Abstract

This paper describes the development of a structured document collection containing user-generated text and numerical metadata for exploring the exploitation of metadata in information retrieval (IR). The collection consists of more than 61,000 documents extracted from YouTube video pages on basketball in general and NBA (National Basketball Association) in particular, together with a set of 40 topics and their relevance judgements. In addition, a collection of nearly 250,000 user profiles related to the NBA collection is available. Several baseline IR experiments report the effect of using video-associated metadata on retrieval effectiveness. The results surprisingly show that searching the videos titles only performs significantly better than searching additional metadata text fields of the videos such as the tags or the description.

Item Type:Conference or Workshop Item (Paper)
Event Type:Conference
Refereed:Yes
Subjects:Computer Science > Information retrieval
DCU Faculties and Centres:Research Initiatives and Centres > Centre for Next Generation Localisation (CNGL)
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Published in:Proceedings of the Seventh conference on International Language Resources and Evaluation (LREC'10). . European Language Resources Association.
Publisher:European Language Resources Association
Official URL:http://www.lrec-conf.org/proceedings/lrec2010/summaries/353.html
Copyright Information:Copyright 2010 European Language Resources Association
Use License:This item is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 License. View License
Funders:Science Foundation Ireland
ID Code:15838
Deposited On:22 Nov 2010 14:06 by Shane Harper. Last Modified 22 Nov 2010 14:06

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