Named Entity Recognition based on a Graph Structure

被引:0
作者
Munoz, David [1 ,2 ]
Perez, Fernando [1 ]
Pinto, David [2 ]
机构
[1] Technol Univ Dublin, Dept Comp, Dublin, Ireland
[2] Benemerita Univ Autonoma Puebla, Fac Comp Sci, Puebla, Mexico
来源
COMPUTACION Y SISTEMAS | 2020年 / 24卷 / 02期
关键词
NER; n-grams; text representation; graph-based representation; named entity recognition;
D O I
10.13053/CyS-24-2-3379
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The identification of indirect relationships between texts from different sources makes the task of text mining useful when the goal is to obtain the most valuable information from a set of texts. That is why in the field of information retrieval the correct recognition of named entities plays an important role when extracting valuable information in large amounts of text. Therefore, it is important to propose techniques that improve the NER classifiers in order to achieve the correct recognition of named entities. In this work, a graph structure for storage and enrichment of named entities is proposed. It makes use of synonyms and domain-specific ontologies in the area of computing. The performance of the proposed structure is measured and compared with other NER classifiers in the experiments carried out.
引用
收藏
页码:553 / 563
页数:11
相关论文
共 21 条
[1]  
[Anonymous], 2017, BRIEF SURVEY TEXT MI
[2]  
[Anonymous], 2008, CAMBRIDGE ADV LEARNE, V3rd
[3]   A survey of cross-validation procedures for model selection [J].
Arlot, Sylvain ;
Celisse, Alain .
STATISTICS SURVEYS, 2010, 4 :40-79
[4]  
Finkel J. R., 2005, P 43 ANN M ASS COMPU
[5]   Automatic Authorship Detection Using Textual Patterns Extracted from Integrated Syntactic Graphs [J].
Gomez-Adorno, Helena ;
Sidorov, Grigori ;
Pinto, David ;
Vilarino, Darnes ;
Gelbukh, Alexander .
SENSORS, 2016, 16 (09)
[6]  
Hearst M.A., 1999, P ASS COMPUTATIONAL, P3, DOI [DOI 10.3115/1034678.1034679, 10.3115/1034678.1034679]
[7]   The Seventeen Theoretical Constructs of Information Searching and Information Retrieval [J].
Jansen, Bernard J. ;
Rieh, Soo Young .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2010, 61 (08) :1517-1534
[8]   The ISME journal: Multidisciplinary journal of microbial ecology [J].
Kowalchuk, George A. ;
Heidelberg, John F. ;
Bailey, Mark J. .
ISME JOURNAL, 2007, 1 (01) :1-3
[9]  
Kudo T., 2005, CRF VERSION 0 58 SOF
[10]  
Mihalcea R., 2011, GRAPH BASED NATURAL, P121