SENTIMENT ANALYSIS IN TURKISH FILM COMMENTS

被引:1
|
作者
Uslu, Abdullah [1 ]
Tekin, Sefa [1 ]
Aytekin, Tevfik [1 ]
机构
[1] Bahcesehir Univ, Bilgisayar Muhendisligi Bolumu, Istanbul, Turkey
来源
2019 27TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2019年
关键词
Turkish; Sentiment Analysis; Lexicon Based Method; Machine Learning; Algorithms;
D O I
10.1109/siu.2019.8806355
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Analysing the sentiments in text files, movie website's user comment is an important research fields both for companies and the academics due to the challenges and opportunities it possesses. In this study, we applied lexicon based method and Machine learning algorithms that are support vector machine, naive bayes, logistic regression and decision tree methods to various sized Turkish datasets. As a result, we observed that the Logistic Regression algorithm gave the best result with an accuracy of %77.35
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Emotion Sentiment Analysis in Turkish Music
    Nguyen Nguyen
    Seliya, Naeem
    2024 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION FOR DATA SCIENCE, IRI 2024, 2024, : 61 - 66
  • [2] Sentiment Analysis of Turkish Twitter Data
    Shehu, Harisu Abdullahi
    Tokat, Sezai
    Sharif, Md. Haidar
    Uyaver, Sahin
    THIRD INTERNATIONAL CONFERENCE OF MATHEMATICAL SCIENCES (ICMS 2019), 2019, 2183
  • [3] Sentiment Analysis of Turkish Political News
    Kaya, Mesut
    Fidan, Guven
    Toroslu, Ismail H.
    2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2012), VOL 1, 2012, : 174 - 180
  • [4] Sentiment Analysis for Turkish Twitter Feeds
    Coban, Onder
    Ozyer, Baris
    Ozyer, Gulsah Tumuklu
    2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2015, : 2388 - 2391
  • [5] Turkish sentiment analysis: A comprehensive review
    Altinel Girgin, Ayse Berna
    Gumuscekicci, Gizem
    Birdemir, Nuri Can
    SIGMA JOURNAL OF ENGINEERING AND NATURAL SCIENCES-SIGMA MUHENDISLIK VE FEN BILIMLERI DERGISI, 2024, 42 (04): : 1292 - 1314
  • [6] A hybrid sentiment analysis method for Turkish
    Ersahin, Buket
    Aktas, Ozlem
    Kilinc, Deniz
    Ersahin, Mustafa
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2019, 27 (03) : 1780 - 1793
  • [7] Sentiment Analysis with Turkish Adjective Dictionary
    Mayda, Islam
    Korkmaz, Mehmet
    2018 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS CONFERENCE (ASYU), 2018, : 33 - 38
  • [8] Turkish Sentiment Analysis Using BERT
    Acikalin, Utku Umur
    Bardak, Benan
    Kutlu, Mucahid
    2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [9] Active Learning for Turkish Sentiment Analysis
    Cetin, Mahmut
    Amasyali, M. Fatih
    2013 IEEE INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (IEEE INISTA), 2013,
  • [10] Preprocessing Impact on Turkish Sentiment Analysis
    Mulki, Hala
    Haddad, Hatem
    Ali, Chedi Bechikh
    Babaoglu, Ismail
    2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2018,