Malware Analysis Datasets: Top-1000 PE Imports

Malware Analysis Datasets: Top-1000 PE Imports

Citation Author(s):
Angelo
Oliveira
Submitted by:
Angelo Oliveira
Last updated:
Fri, 11/08/2019 - 05:43
DOI:
10.21227/004e-v304
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License:
Dataset Views:
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This dataset is part of my PhD research on malware detection and classification using Deep Learning. It contains static analysis data: Top-1000 imported functions extracted from the 'pe_imports' elements of Cuckoo Sandbox reports. PE malware examples were downloaded from virusshare.com. PE goodware examples were downloaded from portableapps.com and from Windows 7 x86 directories.

Instructions: 

* FEATURES *

Column name: hash
Description: MD5 hash of the example
Type: 32 bytes string

Column name: GetProcAddress
Description: Most imported function (1st)
Type: 0 (Not imported) or 1 (Imported)

...

Column name: LookupAccountSidW
Description: Least imported function (1000th)
Type: 0 (Not imported) or 1 (Imported)

Column name: malware
Description: Class
Type: 0 (Goodware) or 1 (Malware)

* ACKNOWLEDGMENTS *

We would like to thank: Cuckoo Sandbox for developing such an amazing dynamic analysis environment!
VirusShare! Because sharing is caring!
Universidade Nove de Julho for supporting this research.
Coordination for the Improvement of Higher Education Personnel (CAPES) for supporting this research.

* CITATIONS *

Please refer to the dataset DOI.
Please feel free to contact me for any further information.

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[1] Angelo Oliveira, "Malware Analysis Datasets: Top-1000 PE Imports", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/004e-v304. Accessed: Nov. 19, 2019.
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doi = {10.21227/004e-v304},
url = {http://dx.doi.org/10.21227/004e-v304},
author = {Angelo Oliveira },
publisher = {IEEE Dataport},
title = {Malware Analysis Datasets: Top-1000 PE Imports},
year = {2019} }
TY - DATA
T1 - Malware Analysis Datasets: Top-1000 PE Imports
AU - Angelo Oliveira
PY - 2019
PB - IEEE Dataport
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Angelo Oliveira. (2019). Malware Analysis Datasets: Top-1000 PE Imports. IEEE Dataport. http://dx.doi.org/10.21227/004e-v304
Angelo Oliveira, 2019. Malware Analysis Datasets: Top-1000 PE Imports. Available at: http://dx.doi.org/10.21227/004e-v304.
Angelo Oliveira. (2019). "Malware Analysis Datasets: Top-1000 PE Imports." Web.
1. Angelo Oliveira. Malware Analysis Datasets: Top-1000 PE Imports [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/004e-v304
Angelo Oliveira. "Malware Analysis Datasets: Top-1000 PE Imports." doi: 10.21227/004e-v304