Decoding the Secrets of Machine Learning in Malware Classification: A Deep Dive into Datasets, Feature Extraction, and Model Performance

Author:

Dambra Savino1ORCID,Han Yufei2ORCID,Aonzo Simone3ORCID,Kotzias Platon4ORCID,Vitale Antonino3ORCID,Caballero Juan5ORCID,Balzarotti Davide3ORCID,Bilge Leyla1ORCID

Affiliation:

1. Norton Research Group, Biot, France

2. INRIA, Rennes, France

3. EURECOM, Biot, France

4. Norton Research Group, Athens, Greece

5. IMDEA Software Institute, Madrid, Spain

Funder

Ministerio de Ciencia, Innovación y Universidades

Agence Nationale de la Recherche

European Research Council

Publisher

ACM

Reference62 articles.

1. 2023. DecodingMLSecretsOfWindowsMalwareClassification. https://github.c om/eurecom-s3/DecodingMLSecretsOfWindowsMalwareClassification.

2. Accessed September 20 2023. Chocolatey the Package Manager for Windows. https://chocolatey.org/.

3. Accessed September 20 2023. Detect-It-Easy. https://github.com/horsicq/Detect- It-Easy.

4. Accessed September 20 2023. JuanLesPIN. https://github.com/Maff1t/JuanLesP IN-Public.

5. Accessed September 20 2023. LordNoteworthy/al-khaser. https://github.com/L ordNoteworthy/al-khaser.

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