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  Automatic annotation of bibliographical references for descriptive language materials

Hammarström, H. (2011). Automatic annotation of bibliographical references for descriptive language materials. In P. Forner, J. Kekäläinen, M. Lalmas, & M. De Rijke (Eds.), Multilingual and multimodal information access evaluation. Second International Conference of the Cross-Language Evaluation Forum, CLEF 2011, Amsterdam, The Netherlands, September 19-22, 2011; Proceedings (pp. 62-73). Berlin: Springer.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-78D8-8 Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-78D9-6
Genre: Conference Paper

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Hammarstroem_10.1007_978-3-642-23708-9_8.pdf (Publisher version), 156KB
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 Creators:
Hammarström, Harald1, Author           
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1Department of Linguistics, Max Planck Institute for Evolutionary Anthropology, Max Planck Society, ou_38005              

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 Abstract: The present paper considers the problem of annotating bibliographical references with labels/classes, given training data of references already annotated with labels. The problem is an instance of document categorization where the documents are short and written in a wide variety of languages. The skewed distributions of title words and labels calls for special carefulness when choosing a Machine Learning approach. The present paper describes how to induce Disjunctive Normal Form formulae (DNFs), which have several advantages over Decision Trees. The approach is evaluated on a large real-world collection of bibliographical references.

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Language(s): eng - English
 Dates: 2011
 Publication Status: Issued
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 Rev. Type: Peer
 Identifiers: eDoc: 573654
DOI: 10.1007/978-3-642-23708-9_8
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Title: Multilingual and multimodal information access evaluation. Second International Conference of the Cross-Language Evaluation Forum, CLEF 2011, Amsterdam, The Netherlands, September 19-22, 2011 ; Proceedings
Source Genre: Book
 Creator(s):
Forner, Pamela, Editor
Gonzalo, Julio, Author
Kekäläinen, Jaana, Editor
Lalmas, Mounia , Editor
De Rijke, Marteen, Editor
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Publ. Info: Berlin : Springer
Pages: X, 142 p. Volume / Issue: - Sequence Number: - Start / End Page: 62 - 73 Identifier: ISBN: 978-3-642-23707-2

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Title: Lecture Notes in Computer Science
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Pages: - Volume / Issue: 6941 Sequence Number: - Start / End Page: - Identifier: -