A New Sentiment Analysis Model for Mixed Language using Contextual Lexicon

被引:0
|
作者
Mahadzir, Nurul Husna [1 ]
Razak, Nor Hafizah Abdul [1 ]
Omar, Mohd Faizal Mohd [2 ]
机构
[1] Univ Teknol MARA, Fac Comp & Math Sci, Sungai Petani Campus, Merbok 08400, Kedah, Malaysia
[2] Univ Utara Malaysia, Sch Quantitat Sci, Dept Decis Sci, Sintok 06010, Kedah, Malaysia
关键词
sentiment analysis; sentiment lexicon; contextual lexicon; mixed language; opinion mining; SOCIAL MEDIA; OPINION;
D O I
10.1109/ICRAIE51050.2020.9358286
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Sentiment analysis is one of the most active research areas in Natural Language Processing since early 2000. To date, sentiment analysis has been applied to various domains such as product, movie, sport and political reviews. Previously, the research in sentiment analysis area only concentrated on mining a single language. Nevertheless, due to the growth of multiple language usage in the form of writing and speaking, sentiment analysis activities have become more challenging. Many opinion keywords carry different polarities when they are used in different context, posing huge challenges to this field of research. Furthermore, in a social media environment where users tend to mix up languages, a lot of ambiguous content is present which makes a post difficult to be classified. Thus, this paper is a foray into the sentiment analysis for the context of mixed language.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Contextual Lexicon Based Sentiment Analysis in Myanmar Text Reviews
    Aye, Yu Mon
    Aung, Sint Sint
    PROCEEDINGS OF 2020 23RD CONFERENCE OF THE ORIENTAL COCOSDA INTERNATIONAL COMMITTEE FOR THE CO-ORDINATION AND STANDARDISATION OF SPEECH DATABASES AND ASSESSMENT TECHNIQUES (ORIENTAL-COCOSDA 2020), 2020, : 160 - 165
  • [2] Lexicon-based Sentiment Analysis for Urdu Language
    Ul Rehman, Zia
    Bajwa, Imran Sarwar
    2016 SIXTH INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING TECHNOLOGY (INTECH), 2016, : 497 - 501
  • [3] Lexicon Based Chinese Language Sentiment Analysis Method
    Chen, Jinyan
    Becken, Susanne
    Stantic, Bela
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2019, 16 (02) : 639 - 655
  • [4] Lexicon Based Sentiment Analysis System for Malayalam Language
    Ashna, M. P.
    Sunny, Ancy K.
    2017 INTERNATIONAL CONFERENCE ON COMPUTING METHODOLOGIES AND COMMUNICATION (ICCMC), 2017, : 777 - 783
  • [5] Data Mining through Sentiment Analysis: Lexicon based Sentiment Analysis Model using Aspect Catalogue
    Mehto, Aman
    Indras, Karnika
    2016 SYMPOSIUM ON COLOSSAL DATA ANALYSIS AND NETWORKING (CDAN), 2016,
  • [6] Sinhala Sentiment Analysis using Corpus based Sentiment Lexicon
    Chathuranga, P. D. T.
    Lorensuhewa, S. A. S.
    Kalyani, M. A. L.
    2019 19TH INTERNATIONAL CONFERENCE ON ADVANCES IN ICT FOR EMERGING REGIONS (ICTER - 2019), 2019,
  • [7] Sentiment Analysis Using Lexicon Based Approach
    Singh, Vijendra
    Singh, Gurdeep
    Rastogi, Priyanka
    Deswal, Devanshi
    2018 FIFTH INTERNATIONAL CONFERENCE ON PARALLEL, DISTRIBUTED AND GRID COMPUTING (IEEE PDGC), 2018, : 13 - 18
  • [8] Creating sentiment lexicon for sentiment analysis in Urdu: The case of a resource-poor language
    Asghar, Muhammad Zubair
    Sattar, Anum
    Khan, Aurangzeb
    Ali, Amjad
    Kundi, Fazal Masud
    Ahmad, Shakeel
    EXPERT SYSTEMS, 2019, 36 (03)
  • [9] A New Method for Sentiment Analysis Using Contextual Auto-Encoders
    Ameur, Hanen
    Jamoussi, Salma
    Ben Hamadou, Abdelmajid
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2018, 33 (06) : 1307 - 1319
  • [10] A New Method for Sentiment Analysis Using Contextual Auto-Encoders
    Hanen Ameur
    Salma Jamoussi
    Abdelmajid Ben Hamadou
    Journal of Computer Science and Technology, 2018, 33 : 1307 - 1319