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Hca-fnd: a hybrid two-tiered approach for fake news detection using machine learning and natural language processing

V. Venkataramanan,Anand Nayyar,3 Authors,Vaibhav Vanage

2026 · DOI: 10.1007/s00530-025-02124-6
Multimedia Systems · 2 Citations

TLDR

HCA-FND (Hybrid Classification Approach for Fake News Detection), a novel hybrid two-step methodology that employs classic machine learning algorithms to extract linguistic and stylistic features, while the second step utilizes deep transformer-based language models for context and sentiment analysis.