Malware Detection Based on API Call Sequence Analysis: A Gated Recurrent Unit–Generative Adversarial Network Model Approach

Malware Detection Based on API Call Sequence Analysis: A Gated Recurrent Unit–Generative Adversarial Network Model Approach

Malware remains a major threat to computer systems, with a vast number of new samples being identified and documented regularly. Windows systems are particularly vulnerable to malicious programs like viruses, worms, and trojans. Dynamic analysis, which involves observing malware behavior during exec...

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Bibliographic Details
Main Authors: Nsikak Owoh, John Adejoh, Salaheddin Hosseinzadeh, Moses Ashawa, Jude Osamor, Ayyaz Qureshi
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Future Internet
Subjects:
malware detection
dynamic malware analysis
API call sequence
deep learning
Gated Recurrent Unit
Generative Adversarial Network
Online Access:https://www.mdpi.com/1999-5903/16/10/369

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https://www.mdpi.com/1999-5903/16/10/369

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