Phrase-based Semantic Textual Similarity for Linking Researchers

被引:0
|
作者
Reyes-Ortiz, Jose A. [1 ]
Bravo, Maricela [1 ]
Padilla, Omar E. [1 ]
机构
[1] Metropolitan Autonomous Univ, Dept Syst, Mexico City, DF, Mexico
关键词
Semantic Textual Similarity; Ontology Knowledge Representation; Natural Language Processing; Researchers Linking;
D O I
10.1109/DEXA.2015.54
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Researchers need to establish networks with colleagues that work similar topics, frequently; they are looking similar works by exploring free text in scientific publications in order to update them with the recent state of the art. They read the abstracts and decide whether or not it is a related and relevant work. Therefore, this paper presents an approach for linking researchers based on measuring the similarity between the abstracts of their scientific publications in English. Our approach discovers ontological relationships between free text scientific publications using statistical and semantic similarity measures. An evaluation of a gold standard data set is presented, it has shown an average of 0.6399 for Pearson product-moment correlation coefficient.
引用
收藏
页码:202 / 206
页数:5
相关论文
共 50 条
  • [1] Efficient phrase-based document similarity for clustering
    Chim, Hung
    Deng, Xiaotie
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2008, 20 (09) : 1217 - 1229
  • [2] Textual data categorization: Back to the phrase-based representation
    Katrenko, S
    2004 2ND INTERNATIONAL IEEE CONFERENCE INTELLIGENT SYSTEMS, VOL 3, STUDENT SESSIONS, PROCEEDINGS, 2004, : 64 - 66
  • [3] Linking Datasets Using Semantic Textual Similarity
    McCrae, John P.
    Buitelaar, Paul
    CYBERNETICS AND INFORMATION TECHNOLOGIES, 2018, 18 (01) : 109 - 123
  • [4] Phrase-based document similarity based on an Index Graph model
    Hammouda, KM
    Kamel, MS
    2002 IEEE INTERNATIONAL CONFERENCE ON DATA MINING, PROCEEDINGS, 2002, : 203 - 210
  • [5] Semantic key phrase-based model for document management
    Bafna, Prafulla
    Pramod, Dhanya
    Shrwaikar, Shailaja
    Hassan, Atiya
    BENCHMARKING-AN INTERNATIONAL JOURNAL, 2019, 26 (06) : 1709 - 1727
  • [6] A novel weighted phrase-based similarity for Web documents clustering
    Yang R.
    Zhu Q.
    Xia Y.
    Journal of Software, 2011, 6 (08) : 1521 - 1528
  • [7] UCCAApp: Web-application for Syntactic and Semantic Phrase-based Annotation
    Abend, Omri
    Yerushlami, Shai
    Rappoport, Ari
    PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017): SYSTEM DEMONSTRATIONS, 2017, : 109 - 114
  • [8] Improving Phrase-Based SMT Using Cross-Granularity Embedding Similarity
    Passban, Peyman
    Hokamp, Chris
    Way, Andy
    Liu, Qun
    BALTIC JOURNAL OF MODERN COMPUTING, 2016, 4 (02): : 129 - 140
  • [9] Statistical phrase-based translation
    Koehn, P
    Och, FJ
    Marcu, D
    HLT-NAACL 2003: HUMAN LANGUAGE TECHNOLOGY CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE MAIN CONFERENCE, 2003, : 127 - 133
  • [10] Hierarchical phrase-based translation
    Chiang, David
    COMPUTATIONAL LINGUISTICS, 2007, 33 (02) : 201 - 228