TY - GEN
T1 - Toward a Taxonomy and Multi-label Dataset for Malware Classification
AU - Sanchez-Fraga, Rolando
AU - Acosta-Bermejo, Raul
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The amount of malicious software detected in the wild have greatly increased over the years, same as their complexity and ability to avoid detection mechanisms and techniques improved. To aid in identifying and defending against this malware, we propose a multi-dimensional and multi-level malware taxonomy, a multi-label classification scheme, a multi-label malware dataset and a tool to automate the process of analyzing, labeling, preprocessing and presentation. Alongside this, we discuss the current state of each element and future work.
AB - The amount of malicious software detected in the wild have greatly increased over the years, same as their complexity and ability to avoid detection mechanisms and techniques improved. To aid in identifying and defending against this malware, we propose a multi-dimensional and multi-level malware taxonomy, a multi-label classification scheme, a multi-label malware dataset and a tool to automate the process of analyzing, labeling, preprocessing and presentation. Alongside this, we discuss the current state of each element and future work.
KW - malware analysis
KW - malware classification
KW - malware dataset
KW - malware taxonomy
KW - multi-label classification
UR - http://www.scopus.com/inward/record.url?scp=85151497383&partnerID=8YFLogxK
U2 - 10.1109/CONISOFT55708.2022.00028
DO - 10.1109/CONISOFT55708.2022.00028
M3 - Contribución a la conferencia
AN - SCOPUS:85151497383
T3 - Proceedings - 2022 10th International Conference in Software Engineering Research and Innovation, CONISOFT 2022
SP - 150
EP - 157
BT - Proceedings - 2022 10th International Conference in Software Engineering Research and Innovation, CONISOFT 2022
A2 - Juarez-Ramirez, Reyes
A2 - Fernandez y Fernandez, Carlos Alberto
A2 - Perez-Gonzalez, Hector G.
A2 - Perez-Gonzalez, Hector G.
A2 - Ramirez-Noriega, Alan
A2 - Jimenez Calleros, Samantha Paulina
A2 - Guerra-Garcia, Cesar Arturo
A2 - Sandoval, Guillermo Licea
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference in Software Engineering Research and Innovation, CONISOFT 2022
Y2 - 24 October 2022 through 28 October 2022
ER -