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Title: :  Rumor detection in twitter an analysis in retrospect
PaperId: :  27417
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 4 2025
DUI:    16.0415/IJARIIE-27417
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Anusha H BT. John Institute of Technology
Mr.Senthil Murugan ST. John Institute of Technology

Abstract

Master of Computer Application
Rumor Detection, Twitter Analysis, Social Media Mining, Natural Language Processing, Machine Learning, Retrospective Analysis, Misinformation Detection.
The rapid growth of social media platforms, particularly Twitter, has created a dynamic environment for real-time information sharing. While this has enabled instant communication, it has also facilitated the widespread circulation of rumors and misinformation, leading to serious societal, political, and economic consequences. Rumor detection in Twitter analysis using retrospect focuses on identifying misleading content by examining the context of past events, user credibility, and information propagation patterns. The retrospective approach enhances rumor detection by leveraging historical data, linguistic features, and network behavior to distinguish between factual and false information. Advanced data preprocessing techniques, feature extraction methods, and machine learning-based classification models are employed to analyze tweet datasets and detect potential rumors. By integrating retrospective insights, the system improves detection accuracy, reduces false positives, and strengthens the credibility of information on Twitter. This research contributes to the development of reliable social media monitoring tools, which are essential for combating misinformation and ensuring trustworthy communication in the digital era.

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IJARIIE Anusha H B, and Mr.Senthil Murugan S. "Rumor detection in twitter an analysis in retrospect" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 3973-3977
MLA Anusha H B, and Mr.Senthil Murugan S. "Rumor detection in twitter an analysis in retrospect." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 3973-3977.
APA Anusha H B, & Mr.Senthil Murugan S. (2025). Rumor detection in twitter an analysis in retrospect. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 3973-3977.
Chicago Anusha H B, and Mr.Senthil Murugan S. "Rumor detection in twitter an analysis in retrospect." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 3973-3977.
Oxford Anusha H B, and Mr.Senthil Murugan S. 'Rumor detection in twitter an analysis in retrospect', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 3973-3977. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Rumor_detection_in_twitter_an_analysis_in_retrospect_ijariie27417.pdf (Accessed : ).
Harvard Anusha H B, and Mr.Senthil Murugan S. (2025) 'Rumor detection in twitter an analysis in retrospect', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 3973-3977IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Rumor_detection_in_twitter_an_analysis_in_retrospect_ijariie27417.pdf (Accessed : )
IEEE Anusha H B, and Mr.Senthil Murugan S, "Rumor detection in twitter an analysis in retrospect," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 3973-3977, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Rumor_detection_in_twitter_an_analysis_in_retrospect_ijariie27417.pdf [Accessed : ].
Turabian Anusha H B, and Mr.Senthil Murugan S. "Rumor detection in twitter an analysis in retrospect." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 ().
Vancouver Anusha H B, and Mr.Senthil Murugan S. Rumor detection in twitter an analysis in retrospect. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(4) : 3973-3977. Available from: https://ijariie.com/AdminUploadPdf/Rumor_detection_in_twitter_an_analysis_in_retrospect_ijariie27417.pdf
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