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author:

Peng, Gongfu (Peng, Gongfu.) [1] | He, Yanxiang (He, Yanxiang.) [2] | Xiong, Naixue (Xiong, Naixue.) [3] | Lee, Soocheol (Lee, Soocheol.) [4] | Rho, Seungmin (Rho, Seungmin.) [5]

Indexed by:

SSCI EI Scopus SCIE

Abstract:

This paper proposes a context-aware method for sentence ordering in multi-document summarization task, which combines support vector machine (SVM) and Grey Model (GM). Multi-Documents summarization task focus on how to extract main information of document set, this paper aim to prove the coherence of summary based on the context of document set. Firstly, the method trains the SVM with sentences of each source document and predict sentences sequence of summary as primary dataset. Secondly, using Grey Model to process the primary dataset, according to the analysis we achieve the final sequence of summary sentences. Experiments on 100 summaries shown this method provide a much higher precision than probabilistic model in sentence ordering task.

Keyword:

Context-aware Multi-document Sentence ordering

Community:

  • [ 1 ] [Peng, Gongfu]Wuhan Univ, Dept Comp Sci & Technol, Wuhan 430072, Peoples R China
  • [ 2 ] [He, Yanxiang]Wuhan Univ, Dept Comp Sci & Technol, Wuhan 430072, Peoples R China
  • [ 3 ] [Xiong, Naixue]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China
  • [ 4 ] [Lee, Soocheol]Korean Intellectual Property Off, Elect Documentat Div, Seoul, South Korea
  • [ 5 ] [Rho, Seungmin]Korea Univ, Sch Elect Engn, Seoul, South Korea

Reprint 's Address:

  • 熊乃学

    [Xiong, Naixue]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China

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Source :

TELECOMMUNICATION SYSTEMS

ISSN: 1018-4864

Year: 2013

Issue: 2

Volume: 52

Page: 1343-1351

1 . 1 6 3

JCR@2013

1 . 7 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

JCR Journal Grade:2

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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