Android Flows, API Calls and Intent Action for Drebin Dataset

These data contain 3 files related to the code published in:

https://github.com/hdg7/IagoDroid

The main file, debrin_reduced.arff contains the flows analysis for 1919 apps extrated from Drebin dataset:

D. Arp, M. Spreitzenbarth, M. Hubner, H. Gascon, K. Rieck, Drebin: Effective and explainable detection of android malware in your pocket., in: NDSS, 2014.

https://www.sec.cs.tu-bs.de/~danarp/drebin/

The features are divided in three sets: Flows (from attribute 1 to 932), API Calls (from attribute 933 to 1013) and Intent-Actions (from attribute 1014-1121). The last attribute is the class. There are 29 classes corresponding to different Android malware families:

Adrd, BaseBridge, Dougalek, DroidDream, DroidKungFu, ExploitLinuxLotoor, FakeInstaller, Fakengry, FakeRun, Fatakr, Gappusin, Geinimi, GinMaster, Glodream, Hamob, Iconosys, Imlog, Jifake, Kmin, Mobilespy, MobileTx, Nandrobox, Nyleaker, Opfake, Plankton, SMSreg, Steek, Xsider and Yzhc

The flows have been extracted using FlowDroid:

https://blogs.uni-paderborn.de/sse/tools/flowdroid/

And the intent-actions and API calls have been extracted using Androguard:

https://github.com/androguard/androguard

The second file, individualsReveal.txt and the third file are related to the paper experiments:

Calleja, A., Martín, A., Menéndez, H. D., Tapiador, J., & Clark, D. (2018). Picking on the family: Disrupting android malware triage by forcing misclassification. Expert Systems with Applications, 95, 113-126.

These files correspond to the model and experimental data of the paper.

Identifier
DOI https://doi.org/10.17632/4sksrpm5vj.2
PID https://nbn-resolving.org/urn:nbn:nl:ui:13-4d-mmc6
Metadata Access https://easy.dans.knaw.nl/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:easy.dans.knaw.nl:easy-dataset:79178
Provenance
Creator Calleja, A
Publisher Data Archiving and Networked Services (DANS)
Contributor Alejandro Calleja
Publication Year 2018
Rights info:eu-repo/semantics/openAccess; License: http://creativecommons.org/licenses/by/4.0; http://creativecommons.org/licenses/by/4.0
OpenAccess true
Representation
Resource Type Dataset
Discipline Other