Articles liés à FAKE SOCIAL MEDIA PROFILE DETECTION USING MACHINE LEARNING

FAKE SOCIAL MEDIA PROFILE DETECTION USING MACHINE LEARNING - Couverture souple

TIWARI, SHLOK; RECHE, NIKHIL; RAUT, BHAVESH

 
9786208436636: FAKE SOCIAL MEDIA PROFILE DETECTION USING MACHINE LEARNING
Couverture souple
ISBN 10 : 620843663X ISBN 13 : 9786208436636
Editeur : LAP LAMBERT Academic Publishing, 2025

Synopsis

In today’s connected world, social media has become a vital part of our daily lives. From sharing updates and connecting with friends to exchanging ideas and accessing news, these platforms offer immense value. But alongside their popularity, a concerning issue has grown the rise of fake profiles. These accounts can be used for a variety of harmful activities spamming, phishing, spreading misinformation, manipulating opinions, or even harassing others. With millions of users online, it’s nearly impossible to identify these profiles manually. This is where intelligent, automated systems come into play. This project focuses on using XGBoost (Extreme Gradient Boosting) a fast and powerful machine learning algorithm that is used to detect fake social media profiles. XGBoost is well-known for handling structured data and performing better than many traditional models, thanks to its boosting technique and inbuilt regularization that helps prevent overfitting. To train the model, we used a dataset containing various features gathered from public user profiles.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
620843663X
ISBN 13 
9786208436636
Reliure
Broché
Nombre de pages
52
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Allemagne