A Fuzzy Semisupervised Clustering Method: Application to the Classification of Scientific Publications

被引：0

作者：

Diaz-Valenzuela, Irene ^{[1
]}

Martin-Bautista, Maria J. ^{[1
]}

Vila, Maria-Amparo ^{[1
]}

机构：

[1] Univ Granada, Dept Comp Sci & Artificial Intelligence CITIC UGR, E-18071 Granada, Spain

来源：

INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS, PT I | 2014年 / 442卷

关键词：

Semisupervised clustering; Fuzzy Instance level Constraints; Digital Libraries;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper introduces a new method of fuzzy semisupervised hierarchical clustering using fuzzy instance level constraints. It introduces the concepts of fuzzy must-link and fuzzy cannot-link constraints and use them to find the optimum alpha-cut of a dendrogram. This method is used to approach the problem of classifying scientific publications in web digital libraries. It is tested on real data from that problem against classical methods and crisp semisupervised hierarchical clustering.

引用

页码：179 / 188

页数：10

共 16 条

[1]

Baeza-Yates R, 1999, MODERN INFORM RETRIE, V463

[2] An Unsupervised Heuristic-Based Hierarchical Method for Name Disambiguation in Bibliographic Citations [J].

Cota, Ricardo G. ;

Ferreira, Anderson A. ;

Nascimento, Cristiano ;

Goncalves, Marcos Andre ;

Laender, Alberto H. F. .

JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2010, 61 (09) :1853-1870

[3]

Davidson I., 2007, ACM T KNOWL DISCOV D, P1

[4] On the use of hierarchical clustering in fuzzy modeling [J].

Delgado, M ;

GomezSkarmeta, AF ;

Vila, A .

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 1996, 14 (04) :237-257

[5]

Diaz-Valenzuela I., 2013, INFORM PROCESSING MA

[6]

Diaz-Valenzuela I, 2013, PROCEEDINGS OF THE 2013 JOINT IFSA WORLD CONGRESS AND NAFIPS ANNUAL MEETING (IFSA/NAFIPS), P831, DOI 10.1109/IFSA-NAFIPS.2013.6608508

[7] An automatic system for identifying authorities in digital libraries [J].

Diaz-Valenzuela, Irene ;

Martin-Bautista, Maria J. ;

Vila, Maria-Amparo ;

Campana, Jesus R. .

EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (10) :3994-4002

[8] A tool for generating synthetic authorship records for evaluating author name disambiguation methods [J].

Ferreira, Anderson A. ;

Goncalves, Marcos Andre ;

Almeida, Jussara M. ;

Laender, Alberto H. F. ;

Veloso, Adriano .

INFORMATION SCIENCES, 2012, 206 :42-62

[9] Two supervised learning approaches for name disambiguation in author citations [J].

Han, H ;

Giles, L ;

Zha, H ;

Li, C ;

Tsioutsiouliklis, K .

JCDL 2004: PROCEEDINGS OF THE FOURTH ACM/IEEE JOINT CONFERENCE ON DIGITAL LIBRARIES: GLOBAL REACH AND DIVERSE IMPACT, 2004, :296-305

[10]

Huang J, 2006, LECT NOTES ARTIF INT, V4213, P536

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