Comparative Study of Feature Extraction Techniques used in Sentiment Analysis

被引:0
|
作者
Pasarate, Sneha [1 ]
Shedge, Rajashree [1 ]
机构
[1] Ramrao Adik Inst Technol, Dept Comp Engn, Nerul, Navi Mumbai, India
关键词
sentiment analysis; feature extraction; classifiers;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
There is a need to analyze sentiments of people with the advancement of social media like social networks, blogs, and presentations. Sentiment analysis is a very challenging task as there is a huge amount of data present online. It is the analysis of sentiments on a particular entity in terms of positive, negative or neutral polarity. The challenge is the identification of the meaning of the word as it can be different in different situations. Feature extraction and identification is necessary to identify sentiment polarity. This paper shows comparative study of feature extraction techniques used in sentiment analysis.
引用
收藏
页码:182 / 186
页数:5
相关论文
共 50 条
  • [1] Sentiment Analysis of IMDb Movie Reviews: A Comparative Analysis of Feature Selection and Feature Extraction Techniques
    Karak, Gahina
    Mishra, Shubham
    Bandyopadhyay, Arkadyuti
    Rohith, Pavirala Ranga Sai
    Rathore, Hemant
    [J]. HYBRID INTELLIGENT SYSTEMS, HIS 2021, 2022, 420 : 283 - 294
  • [2] A Survey on Feature Extraction Techniques, Classification Methods and Applications of Sentiment Analysis
    Seethalakshmi, Yadav Meenakshi Muthukrishnan
    Andavar, Suruliandi
    Raj, Raja Soosaimarian Peter
    [J]. BRAZILIAN ARCHIVES OF BIOLOGY AND TECHNOLOGY, 2023, 66
  • [3] A Comparative Study of the Techniques for Feature Extraction and Classification in Stuttering
    Khara, Shweta
    Singh, Shailendra
    Vir, Dharam
    [J]. PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 887 - 893
  • [4] Comparative Analysis of the Techniques for Sentiment Analysis
    Ghag, Kranti
    Shah, Ketan
    [J]. 2013 INTERNATIONAL CONFERENCE ON ADVANCES IN TECHNOLOGY AND ENGINEERING (ICATE), 2013,
  • [5] A Comparative Study of Evolutionary Methods for Feature Selection in Sentiment Analysis
    Garg, Shikhar
    Verma, Sukriti
    [J]. IJCCI: PROCEEDINGS OF THE 11TH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2019, : 131 - 138
  • [6] Comparative Study of Various Feature Extraction Techniques for Pedestrian Detection
    Hiranmai, M.
    Krupa, Niranjana B.
    Nagaraj, H. K.
    [J]. PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE OF INFORMATION AND COMMUNICATION TECHNOLOGY [ICICT-2019], 2019, 154 : 622 - 628
  • [7] Enhancing machine learning-based sentiment analysis through feature extraction techniques
    Semary, Noura A.
    Ahmed, Wesam
    Amin, Khalid
    Plawiak, Pawel
    Hammad, Mohamed
    [J]. PLOS ONE, 2024, 19 (02):
  • [8] Feature Extraction Based on Semantic Sentiment Analysis
    Almashraee, Mohammed
    [J]. BUSINESS INFORMATION SYSTEMS WORKSHOPS, BIS 2013, 2013, 160 : 270 - 277
  • [9] Improved Feature Extraction and Classification - Sentiment Analysis
    Trupthi, M.
    Pabboju, Suresh
    Narasimha, G.
    [J]. 2016 INTERNATIONAL CONFERENCE ON ADVANCES IN HUMAN MACHINE INTERACTION (HMI), 2016, : 117 - 122
  • [10] Efficient feature selection techniques for sentiment analysis
    Madasu, Avinash
    Elango, Sivasankar
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (9-10) : 6313 - 6335