Скачать или смотреть Python Machine Learning - Tweet Similarity in a Context-Aware Fake News Detection - ClickMyProject

The rapid proliferation of fake news, particularly via social media, threatens societal stability and institutional trust. Despite numerous detection techniques, effectiveness often varies across different contexts. This study introduces a formal, multilayered fake news detection framework incorporating topic, social, and context layers to deliver a comprehensive solution. Central to this framework is the topic layer, featuring a novel tweet similarity evaluation method that enhances accuracy by combining FastText embeddings, cosine similarity, and word positional information. Validation on the STSBenchmark dataset using a rigorous 50-fold evaluation yielded a superior median correlation of 0.6735, surpassing existing state-of-the-art models. This work lays the foundation for an advanced fake news detection system, with planned future enhancements including multimodal content analysis and multilingual similarity measures to better address the evolving challenges of misinformation.


Including Packages
=======================
Base Paper
Complete Source Code
Complete Documentation
Complete Presentation Slides
Flow Diagram
Database File
Screenshots
Execution Procedure
Readme File
Addons
Video Tutorials
Supporting Softwares

Specialization
=======================
24/7 Support
Ticketing System
Voice Conference
Video On Demand *
Remote Connectivity *
Code Customization **
Document Customization **
Live Chat Support *
Toll Free Support *

Call Us:+91 967-774-8277, +91 967-775-1577

Shop Now @ http://clickmyproject.com
Chat Now @ https://bit.ly/3rzVhHE
Visit Our Channel: https://bit.ly/3eY0h3M
Mail Us: [email protected]