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Physical Sciences and Mathematics Commons

Open Access. Powered by Scholars. Published by Universities.®

San Jose State University

2023

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Full-Text Articles in Physical Sciences and Mathematics

Malware Classification Using Api Call Information And Word Embeddings, Sahil Aggarwal Jan 2023

Malware Classification Using Api Call Information And Word Embeddings, Sahil Aggarwal

Master's Projects

Malware classification is the process of classifying malware into recognizable categories and is an integral part of implementing computer security. In recent times, machine learning has emerged as one of the most suitable techniques to perform this task. Models can be trained on various malware features such as opcodes, and API calls among many others to deduce information that would be helpful in the classification.

Word embeddings are a key part of natural language processing and can be seen as a representation of text wherein similar words will have closer representations. These embeddings can be used to discover a quantifiable …