Sentiment Analysis of Turkish Political News

被引:63
|
作者
Kaya, Mesut [1 ,2 ]
Fidan, Guven [2 ]
Toroslu, Ismail H. [1 ]
机构
[1] Middle East Tech Univ, Dept Comp Engn, Ankara, Turkey
[2] AGMLab, R&D Dept, Ankara, Turkey
来源
2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2012), VOL 1 | 2012年
关键词
Sentiment Analysis; Turkish; Machine Learning; News Domain; NLP;
D O I
10.1109/WI-IAT.2012.115
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, sentiment classification techniques are incorporated into the domain of political news from columns in different Turkish news sites. We compared four supervised machine learning algorithms of Naive Bayes, Maximum Entropy, SVM and the character based N-Gram Language Model for sentiment classification of Turkish political columns. We also discussed in detail the problem of sentiment classification in the political news domain. We observe from empirical findings that the Maximum Entropy and N-Gram Language Model outperformed the SVM and Naive Bayes. Using different features, all the approaches reached accuracies of 65% to 77%.
引用
收藏
页码:174 / 180
页数:7
相关论文
共 50 条
  • [31] Sentiment Analysis on the News to Improve Mental Health
    Kumar, Saurav
    Jayant, Rushil
    Charagulla, Nihaar
    2021 IEEE MIT Undergraduate Research Technology Conference, URTC 2021, 2021,
  • [32] Sentiment analysis of Marathi news using LSTM
    Divate M.S.
    International Journal of Information Technology, 2021, 13 (5) : 2069 - 2074
  • [33] Classification of Facebook News Feeds and Sentiment Analysis
    Setty, Shankar
    Jadi, Rajendra
    Shaikh, Sabya
    Mattikalli, Chandan
    Mudenagudi, Vma
    2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2014, : 18 - 23
  • [34] A Sesotho news headlines dataset for sentiment analysis
    Mokhosi, Refuoe
    Shivachi, Casper-Shikali
    Sethobane, Matello
    DATA IN BRIEF, 2024, 54
  • [35] Sentiment Analysis of South African News Company
    Malele, Vusumuzi
    Letsoalo, Manthiba E.
    Mafu, Mhlambululi
    5TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, BIG DATA, COMPUTING AND DATA COMMUNICATION SYSTEMS (ICABCD2022), 2022,
  • [36] A Deep Architecture for Sentiment Analysis of News Articles
    Dinh Nguyen
    Khuong Vo
    Dang Pham
    Mao Nguyen
    Tho Quan
    ADVANCED COMPUTATIONAL METHODS FOR KNOWLEDGE ENGINEERING, ICCSAMA 2017, 2018, 629 : 129 - 140
  • [37] LSTM based Sentiment Analysis of Financial News
    Sharaff A.
    Chowdhury T.R.
    Bhandarkar S.
    SN Computer Science, 4 (5)
  • [38] Text Mining: Sentiment Analysis on news classification
    Gomes, Helder
    Neto, Miguel de Castro
    Henriques, Roberto
    PROCEEDINGS OF THE 2013 8TH IBERIAN CONFERENCE ON INFORMATION SYSTEMS AND TECHNOLOGIES (CISTI 2013), 2013,
  • [39] News Sentiment Impact Analysis (NSIA) Framework
    Qudah, Islam
    Rabhi, Fethi A.
    ENTERPRISE APPLICATIONS, MARKETS AND SERVICES IN THE FINANCE INDUSTRY, FINANCECOM 2016, 2017, 276 : 1 - 16
  • [40] Analysis of Political Sentiment Orientations on Twitter
    Ansari, Mohd Zeeshan
    Aziz, M. B.
    Siddiqui, M. O.
    Mehra, H.
    Singh, K. P.
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 1821 - 1828