Subjective or Objective: A Study of Classifying News Content based on Machine Learning Algorithms
-- An Example of Sports Articles
DOI:
https://doi.org/10.54097/ad878g55Keywords:
Machine Learning, Classification Algorithms, Sports News Articles, Subjective and ObjectiveAbstract
In today's world, self-media as well as streaming media platforms have gradually become the main channels for news dissemination. With the advent of the artificial intelligence era, AI-generated technology will profoundly affect the news industry. Many press releases generated by AI are sufficiently "fake" as well as cascading, so the subjectivity and objectivity of news media are gradually blurred. In order to better standardize and regulate the articles published on self-media platforms, this study is based on 1,000 sports articles and machine learning algorithms to categorize and describe the content of the articles, so as to determine whether the articles are objective or not. At the end of the study, we found that the KNN algorithm performed best in classification.
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Rizk, Yara and Awad, Mariette. (2018). Sports articles for objectivity analysis. UCI Machine Learning Repository. https: // doi. org/10.24432/C5801R.
Chen, R.; Herskovits, E.H. Machine-learning techniques for building a diagnostic model for very mild dementia. Neuroimage, 2010, 52, 234–244.
Raza, M.; Awais, M.; Ellahi, W.; Aslam, N.; Nguyen, H.X.; Le-Minh, H. Diagnosis and monitoring of Alzheimer’s patients using classical and deep learning techniques. Expert Syst. Appl. 2019, 136, 353–364.
Hajj, N., Rizk, Y. & Awad, M. A subjectivity classification framework for sports articles using improved cortical algorithms. Neural Comput & Applic 31, 8069–8085 (2019). https:// doi.org/10.1007/s00521-018-3549-3.
Young Joon Park, Hyung Seok Kim, Donghwa Kim, Hankyu Lee, Seoung Bum Kim, Pilsung Kang, A deep learning-based sports player evaluation model based on game statistics and news articles, Knowledge-Based Systems, Volume 138, 2017.
Jeronimo, Caio Libanio Melo, et al. "Fake news classification based on subjective language." Proceedings of the 21st International Conference on Information Integration and Web-based Applications & Services. 2019.
Rahman, Moqsadur, Summit Haque, and Zillur Rahman Saurav. "Identifying and categorizing opinions expressed in Bangla sentences using deep learning technique." International Journal of Computer Applications 176.17 (2020): 13-17.
Nassif, Ali Bou, et al. "Deep learning for Arabic subjective sentiment analysis: Challenges and research opportunities." Applied Soft Computing 98 (2021): 106836.
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