Verwandte Artikel zu Email Spam Detection Using BiLSTM with Large Scale...

Email Spam Detection Using BiLSTM with Large Scale Hybrid Datasets: Scalable Email Spam Detection Using BiLSTM with Large Scale Hybrid Datasets - Softcover

Durga Prasad, Patinavalasa; Duvvuri, Suneel Kumar

 
9786209891786: Email Spam Detection Using BiLSTM with Large Scale Hybrid Datasets: Scalable Email Spam Detection Using BiLSTM with Large Scale Hybrid Datasets
Softcover
ISBN 10: 6209891780 ISBN 13: 9786209891786
Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

Email has become one of the most widely used communication platforms in modern digital society. However, the rapid growth of email communication has also led to a significant increase in unsolicited and malicious emails commonly referred to as spam. Spam emails are not only a source of inconvenience for users but also a major channel for cyber threats, including phishing attacks, malware distribution, financial fraud, and identity theft. Traditional spam filtering techniques, such as rule-based filtering and conventional machine learning algorithms, often rely on keyword matching or statistical word frequency models. Although these approaches have shown moderate success, they fail to effectively capture the contextual meaning and sequential structure of natural language, allowing sophisticated spam messages to bypass traditional filters. This research proposes an advanced deep learning-based email spam detection system using a Bidirectional Long Short-Term Memory (BiLSTM) architecture to overcome the limitations of traditional approaches. The primary objective of this study is to develop a context-aware spam classification model that accurately distinguishes spam from legitimate.

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Über die Autorin bzw. den Autor

Mr. Patinavalasa Durga Prasad is an M.Sc. Computer Science student at Government College (Autonomous), Rajahmundry. As part of his PG dissertation, he carried out research on scalable email spam detection using NLP under the guidance of Dr. Suneel Kumar Duvvuri, demonstrating strong interest in AI and text analytics.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
6209891780
ISBN 13 
9786209891786
Einband
Taschenbuch
Anzahl der Seiten
112
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Deutschland