A multiple-perspective approach to constructing and aggregating Citation Semantic Link Network

被引:21
作者
Huang, Zhixing [1 ]
Qiu, Yuhui [1 ]
机构
[1] Southwest Univ, Coll Comp & Informat Sci, Chongqing 400715, Peoples R China
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2010年 / 26卷 / 03期
关键词
Semantic Link Network; Opinion mining; Sentiment analysis; Community identification;
D O I
10.1016/j.future.2009.07.006
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Various kinds of semantic relationships exist among scientific literatures which worth to be explored. This paper proposes a Citation Semantic Link Network (C-SLN) to describe the semantic information over the literature citation networks. A framework of the construction of C-SLN is represented by integrating several NLP methods. The methods of aggregating a C-SLN and the algorithms of discovering opinion communities in a C-SLN are also discussed. Based on a multi-perspective exploration on the C-SLN, we can effectively find articles of high importance, aggregate the function of citations and detect opinion communities among scientific documents. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:400 / 407
页数:8
相关论文
共 33 条
[1]   Scalable Semantic Analytics on Social Networks for Addressing the Problem of Conflict of Interest Detection [J].
Aleman-Meza, Boanerges ;
Nagarajan, Meenakshi ;
Ding, Li ;
Sheth, Amit ;
Arpinar, I. Budak ;
Joshi, Anupam ;
Finin, Tim .
ACM TRANSACTIONS ON THE WEB, 2008, 2 (01)
[2]  
[Anonymous], 2007, HUMAN LANGUAGE TECHN
[3]  
[Anonymous], 2005, Proceedings of the ACM international conference on world wide web
[4]  
[Anonymous], 1997, ICML
[5]  
[Anonymous], P 19 NAT C ART INT A
[6]   Correlation clustering [J].
Bansal, N ;
Blum, A ;
Chawla, S .
MACHINE LEARNING, 2004, 56 (1-3) :89-113
[7]   The design and realisation of the myExperiment Virtual Research Environment for social sharing of workflows [J].
De Roure, David ;
Goble, Carole ;
StevenS, Robert .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2009, 25 (05) :561-567
[8]  
Esuli A., 2006, P 5 INT C LANG RES E, P417, DOI DOI 10.1155/2015/715730
[9]   Weighted network modules [J].
Farkas, Illes J. ;
Abel, Daniel ;
Palla, Gergely ;
Vicsek, Tamas .
NEW JOURNAL OF PHYSICS, 2007, 9
[10]   Autonomous semantic link networking model for the Knowledge Grid [J].
Hai Zhuge .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2007, 19 (07) :1065-1085