Detecting Deceptive Identities: A Machine Learning Approach to Unveiling Fake Profiles on Social Media DOI

P. Kaviya,

I. Sudharsana,

B. Bala Chibi Hariesh

et al.

SN Computer Science, Journal Year: 2024, Volume and Issue: 6(1)

Published: Dec. 19, 2024

Language: Английский

A Survey on the Use of Large Language Models (LLMs) in Fake News DOI Creative Commons

Eleftheria Papageorgiou,

Christos Chronis, Iraklis Varlamis

et al.

Future Internet, Journal Year: 2024, Volume and Issue: 16(8), P. 298 - 298

Published: Aug. 19, 2024

The proliferation of fake news and profiles on social media platforms poses significant threats to information integrity societal trust. Traditional detection methods, including rule-based approaches, metadata analysis, human fact-checking, have been employed combat disinformation, but these methods often fall short in the face increasingly sophisticated content. This review article explores emerging role Large Language Models (LLMs) enhancing profiles. We provide a comprehensive overview nature spread followed by an examination existing methodologies. delves into capabilities LLMs generating both profiles, highlighting their dual as tool for disinformation powerful means detection. discuss various applications text classification, verification, contextual demonstrating how models surpass traditional accuracy efficiency. Additionally, covers LLM-based through profile attribute network behavior pattern recognition. Through comparative we showcase advantages over conventional techniques present case studies that illustrate practical applications. Despite potential, challenges such computational demands ethical concerns, which more detail. concludes with future directions research development detection, underscoring importance continued innovation safeguard authenticity online information.

Language: Английский

Citations

5
Predictive Analytics Solution for Digital Capabilities Identification Towards Business Performance Improvement DOI Creative Commons
Iman Raeesi Vanani, Mohammad Taghi Taghavifard, Mohammad Amin Yalpanian

et al.

SN Computer Science, Journal Year: 2025, Volume and Issue: 6(1)

Published: Jan. 20, 2025

Language: Английский

Citations

0
An efficient fake account identification in social media networks: Facebook and Instagram using NSGA-II algorithm DOI
Amine Sallah, El Arbi Abdellaoui Alaoui, Abdelaaziz Hessane

et al.

Neural Computing and Applications, Journal Year: 2024, Volume and Issue: 36(34), P. 21487 - 21515

Published: Aug. 28, 2024

Language: Английский

Citations

0
Leveraging Machine Learning algorithms for Fake Profile Detection on Instagram DOI

R. R. Arunprakaash,

R Nathiya

Published: Aug. 8, 2024

Language: Английский

Citations

0
Detecting Deceptive Identities: A Machine Learning Approach to Unveiling Fake Profiles on Social Media DOI

P. Kaviya,

I. Sudharsana,

B. Bala Chibi Hariesh

et al.

SN Computer Science, Journal Year: 2024, Volume and Issue: 6(1)

Published: Dec. 19, 2024

Language: Английский

Citations

0