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Call for Papers:Vol.11 Issue.3

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Title: :  END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING
PaperId: :  22891
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22891
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
VINITA VBANNARI AMMAN INSTITUTE OF TECHNOLOGY
MONIKA M K BANNARI AMMAN INSTITUTE OF TECHNOLOGY
NIVETHASRI RBANNARI AMMAN INSTITUTE OF TECHNOLOGY
CHANDRAPRABHA KBANNARI AMMAN INSTITUTE OF TECHNOLOGY

Abstract

Information Technology
CNN, LSTM, machine learning, information integrity, recall, precision, and fake news identification.
The end-to-end fake news detection system proposed in this paper makes use of Long Short-Term Memory (LSTM) models and Convolutional Neural Networks (CNNs). The system uses CNNs to identify structural patterns and LSTMs to model sequential dependencies in textual data. It also unifies the phases of data preprocessing, feature extraction, and model training. High recall and precision rates are achieved when properly recognizing false news stories, as demonstrated by experimental results on a variety of datasets. Combining CNNs and LSTMs improves the system's capacity to identify intricate patterns and subtle contextual cues, which makes a substantial contribution to the fight against false information on digital platforms. This study confirms the value of using cutting-edge machine learning algorithms to preserve information integrity and the function of CNNs and LSTMs in the identification of false news

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IJARIIE VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. "END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1391-1399
MLA VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. "END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1391-1399.
APA VINITA V, MONIKA M K , NIVETHASRI R, & CHANDRAPRABHA K. (2024). END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1391-1399.
Chicago VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. "END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1391-1399.
Oxford VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. 'END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1391-1399. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/END_TO_END_FAKE_NEWS_DETECTION_USING_MACHINE_LEARNING_ijariie22891.pdf (Accessed : ).
Harvard VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. (2024) 'END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1391-1399IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/END_TO_END_FAKE_NEWS_DETECTION_USING_MACHINE_LEARNING_ijariie22891.pdf (Accessed : )
IEEE VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K, "END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1391-1399, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/END_TO_END_FAKE_NEWS_DETECTION_USING_MACHINE_LEARNING_ijariie22891.pdf [Accessed : ].
Turabian VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. "END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver VINITA V, MONIKA M K , NIVETHASRI R, and CHANDRAPRABHA K. END-TO-END FAKE NEWS DETECTION USING MACHINE LEARNING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1391-1399. Available from: https://ijariie.com/AdminUploadPdf/END_TO_END_FAKE_NEWS_DETECTION_USING_MACHINE_LEARNING_ijariie22891.pdf
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