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Title: :  Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability
PaperId: :  27411
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-27411
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bhoomika J KT John Institute of Technology
Mr. S Senthil MuruganT John Institute of Technology

Abstract

Computer science
Cyber bullying, Social media, Abusive language, Hate speech, NeutroscophicLogic.
Cyber bullying emerged as a critical issue on social media platforms, posing a global threat not only to victims but also to the broader society. Automatically detecting cyber bullying remains a formidable challenge due to the complex language, subtlety, and informal nature of communication on these platforms. The brevity and ambiguity of social media content often obscure the intended meaning, making it difficult to interpret and classify accurately. This complexity is further intensified when content lacks clear context or exhibits vague or uncertain expressions. Although several existing methods aim to detect cyber bullying, they often struggle to differentiate between various forms of abusive language, especially due to the nuanced and overlapping nature of hate speech. In response to these challenges, This proposed method is designed to enhance the identification of different cyberbullying categories by addressing ambiguity and the fuzzy boundaries between distinct classes. Neutrosophic Logic is employed to manage uncertainty, vagueness, and indeterminacy within the classification process, enabling a more adaptable and the robust framework for handling complex textual scenarios. The model utilizes a one-against-one classification strategy within the MLP to effectively capture and differentiate the intricate relationships among various cyber bullying types, especially in cases where categories overlap or are not clearly defined.

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IJARIIE Bhoomika J K, and Mr. S Senthil Murugan. "Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 3915-3920
MLA Bhoomika J K, and Mr. S Senthil Murugan. "Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 3915-3920.
APA Bhoomika J K, & Mr. S Senthil Murugan. (2025). Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 3915-3920.
Chicago Bhoomika J K, and Mr. S Senthil Murugan. "Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 3915-3920.
Oxford Bhoomika J K, and Mr. S Senthil Murugan. 'Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 3915-3920. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Digital_Media_Criminal_Justice__The_study_Innovative_Neural_Network_Based_Hateful_Communication_Recognition_System_Associated_with_Online_Harassment_Without_Unpredictability_ijariie27411.pdf (Accessed : ).
Harvard Bhoomika J K, and Mr. S Senthil Murugan. (2025) 'Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 3915-3920IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Digital_Media_Criminal_Justice__The_study_Innovative_Neural_Network_Based_Hateful_Communication_Recognition_System_Associated_with_Online_Harassment_Without_Unpredictability_ijariie27411.pdf (Accessed : )
IEEE Bhoomika J K, and Mr. S Senthil Murugan, "Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 3915-3920, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Digital_Media_Criminal_Justice__The_study_Innovative_Neural_Network_Based_Hateful_Communication_Recognition_System_Associated_with_Online_Harassment_Without_Unpredictability_ijariie27411.pdf [Accessed : ].
Turabian Bhoomika J K, and Mr. S Senthil Murugan. "Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 ().
Vancouver Bhoomika J K, and Mr. S Senthil Murugan. Digital Media Criminal Justice: The study Innovative Neural Network-Based Hateful Communication Recognition System Associated with Online Harassment Without Unpredictability. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(4) : 3915-3920. Available from: https://ijariie.com/AdminUploadPdf/Digital_Media_Criminal_Justice__The_study_Innovative_Neural_Network_Based_Hateful_Communication_Recognition_System_Associated_with_Online_Harassment_Without_Unpredictability_ijariie27411.pdf
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