Bibliographic Component Extraction Using Support Vector Machines and Hidden Markov Models
Identifieur interne : 001565 ( Main/Exploration ); précédent : 001564; suivant : 001566Bibliographic Component Extraction Using Support Vector Machines and Hidden Markov Models
Auteurs : Takashi Okada [Japon] ; Atsuhiro Takasu [Japon] ; Jun Adachi [Japon]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2004.
Abstract
Abstract: Article citations are composed of subfields such as author, title, journal, and year. It is useful to automatically identify attributes of these subfields, since they are used for linking a citation with the actual cited article. In this article, we employ a Support Vector Machine (SVM), a method of machine learning, to automatically identify subfields. We then employ a Hidden Markov Model (HMM) to improve the identification accuracy. Information from the subfields identified by the SVM, and syntactic information analyzed by the HMM, are integrated to make an accurate identification.
Url:
DOI: 10.1007/978-3-540-30230-8_46
Affiliations:
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It is useful to automatically identify attributes of these subfields, since they are used for linking a citation with the actual cited article. In this article, we employ a Support Vector Machine (SVM), a method of machine learning, to automatically identify subfields. We then employ a Hidden Markov Model (HMM) to improve the identification accuracy. Information from the subfields identified by the SVM, and syntactic information analyzed by the HMM, are integrated to make an accurate identification.</div></front></TEI><affiliations><list><country><li>Japon</li></country><settlement><li>Tokyo</li></settlement></list><tree><country name="Japon"><noRegion><name sortKey="Okada, Takashi" sort="Okada, Takashi" uniqKey="Okada T" first="Takashi" last="Okada">Takashi Okada</name></noRegion><name sortKey="Adachi, Jun" sort="Adachi, Jun" uniqKey="Adachi J" first="Jun" last="Adachi">Jun Adachi</name><name sortKey="Adachi, Jun" sort="Adachi, Jun" uniqKey="Adachi J" first="Jun" last="Adachi">Jun Adachi</name><name sortKey="Okada, Takashi" sort="Okada, Takashi" uniqKey="Okada T" first="Takashi" last="Okada">Takashi Okada</name><name sortKey="Takasu, Atsuhiro" sort="Takasu, Atsuhiro" uniqKey="Takasu A" first="Atsuhiro" last="Takasu">Atsuhiro Takasu</name><name sortKey="Takasu, Atsuhiro" sort="Takasu, Atsuhiro" uniqKey="Takasu A" first="Atsuhiro" last="Takasu">Atsuhiro Takasu</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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