Detecting Fake News: NLP and Machine Learning in Action - Softcover

Wanjale, Kirti; Wanjale, Aditya

Softcover

ISBN 10: 6208421322 ISBN 13: 9786208421328

Verlag: LAP LAMBERT Academic Publishing, 2025

Inhaltsangabe

It's no secret that social media platforms are proliferating at an unprecedented rate, and with internet access becoming increasingly ubiquitous, the dissemination of fake news has become a swift and effortless process. The ramifications of this phenomenon are profound, particularly in the realms of politics and education, where the impact of fake news can be significantly disruptive.In this research study, we will be using Natural Language Processing (NLP) to transform text- based news headlines into numerical vectors. We examined and contrasted two NLP methods, Bag of Words (BoW) and Term Frequency-Inverse Document Frequency (TF-IDF), to see how well they perform while using different ML algorithm to identify fake news.We will be using several machine learning classification algorithms, including Naïve Bayes, Logistic Regression, Random Forest, and Support Vector Machine. Our aim was to identify the most effective NLP technique for identifying fake news.

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Über die Autorin bzw. den Autor

Dr. Kirti Hemant Wanjale received her Ph.D degree from Faculty of Computer Engineering from SSSTUMS, Sehore MP. She is Currently Working as Professor, Department of Computer Engineering at Vishwakarma Institute of Technology Pune. She has 22 years of experience. Her main research interests are Wireless Sensor Networks, Internet of Things (IoT).

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2025
• Sprache: Englisch
• ISBN 10: 6208421322
• ISBN 13: 9786208421328
• Einband: Taschenbuch
• Anzahl der Seiten: 52
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Fastbook Publishing; customerservice@vdm-vsg.de; ; Brivibas gatve 197; Riga; 1039; Lettland