A Concept-Based Text Analysis Approach Using Knowledge Graph

被引：4

作者：

Hojas-Mazo, Wenny ^{[1
]}

Simon-Cuevas, Alfredo ^{[1
]}

Campos, Manuel de la Iglesia ^{[1
]}

Romero, Francisco P. ^{[2
]}

Olivas, Jose A. ^{[2
]}

机构：

[1] Univ Tecnol La Habana Jose Antonio Echeverria, Cujae, Havana, Cuba

[2] Univ Castilla La Mancha, Ciudad Real, Spain

来源：

INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: THEORY AND FOUNDATIONS, PT II | 2018年 / 854卷

关键词：

Computational text analysis; Graph-based text representation; Knowledge graph querying; Semantic processing;

D O I：

10.1007/978-3-319-91476-3_57

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The large amounts and growing of unstructured texts, available in Internet and other scenarios, are becoming a very valuable resource of information and knowledge. The present work describes a concept-based text analysis approach, based on the use of a knowledge graph for structuring the texts content and a query language for retrieving relevant information and obtaining knowledge from the knowledge graph automatically generated. In the querying process, a semantic analysis method is applied for searching and integrating the conceptual structures from the knowledge graph, which is supported by a disambiguation algorithm and WordNet. The applicability of the proposed approach was evaluated in the analysis of scientific articles from a Systematic Literature Review and the results were contrasted with the conclusions obtained by the authors of this review.

引用

页码：696 / 708

页数：13

共 31 条

[1]

Abdulsahib Asma Khazaal, 2015, Journal of Theoretical and Applied Information Technology, V76, P1

[2]

Aggarwal Charu C, 2012, Mining text data, P163, DOI [DOI 10.1007/978-1-4614-3223-46, DOI 10.1007/978-1-4614-3223-4, 10.1007/978-1-4614-3223-4]

[3] Vision for SLR tooling infrastructure: Prioritizing value-added requirements [J].

Al-Zubidy, Ahmed ;

Carver, Jeffrey C. ;

Hale, David P. ;

Hassler, Edgar E. .

INFORMATION AND SOFTWARE TECHNOLOGY, 2017, 91 :72-81

[4]

Benkoussas Chahinez, 2015, ScientificWorldJournal, V2015, P926418, DOI 10.1155/2015/926418

[5]

Bentivogli L., 2004, P COLING 2004 WORKSH, P101, DOI DOI 10.3115/1706238.1706254

[6]

Canas A., 2001, Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, P286

[7]

Chang J. Y., 2014, INT J STW ENG APPL, V8, P147, DOI [10.14257/ijseia.2014.8.4.16, DOI 10.14257/IJSEIA.2014.8.4.16]

[8] A Semantic Graph-Based Approach for Mining Common Topics from Multiple Asynchronous Text Streams [J].

Chen, Long ;

Jose, Joemon M. ;

Yu, Haitao ;

Yuan, Fajie .

PROCEEDINGS OF THE 26TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB (WWW'17), 2017, :1201-1209

[9] Software reliability modeling based on ISO/IEC SQuaRE [J].

Febrero, Felipe ;

Calero, Coral ;

Angeles Moraga, M. .

INFORMATION AND SOFTWARE TECHNOLOGY, 2016, 70 :18-29

[10] A visual analysis approach to validate the selection review of primary studies in systematic reviews [J].

Felizardo, Katia R. ;

Andery, Gabriel F. ;

Paulovich, Fernando V. ;

Minghim, Rosane ;

Maldonado, Jose C. .

INFORMATION AND SOFTWARE TECHNOLOGY, 2012, 54 (10) :1079-1091

← 1 2 3 4 →