TY - GEN
T1 - Detecting and Classifying Android PUAs by Similarity of DNS queries
AU - Hatada, Mitsuhiro
AU - Mori, Tatsuya
N1 - Funding Information:
We thank Mr. Yuta Ishii and Mr. Sho Mizuno for collecting valuable datasets. A part of this work was supported by JSPS Grant-in-Aid for Scientific Research B, Grant Number JP16H02832
PY - 2017/9/7
Y1 - 2017/9/7
N2 - This work develops a method of detecting and classifying 'potentially unwanted applications' (PUAs) such as adware or remote monitoring tools. Our approach leverages DNS queries made by apps. Using a large sample of Android apps from third-party marketplaces, we first reveal that DNS queries can provide useful information for the detection and classification of PUAs. Next, we show that existing DNS blacklists are ineffective to perform these tasks. Finally, we demonstrate that our methodology performed with high accuracy.
AB - This work develops a method of detecting and classifying 'potentially unwanted applications' (PUAs) such as adware or remote monitoring tools. Our approach leverages DNS queries made by apps. Using a large sample of Android apps from third-party marketplaces, we first reveal that DNS queries can provide useful information for the detection and classification of PUAs. Next, we show that existing DNS blacklists are ineffective to perform these tasks. Finally, we demonstrate that our methodology performed with high accuracy.
UR - http://www.scopus.com/inward/record.url?scp=85032873174&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85032873174&partnerID=8YFLogxK
U2 - 10.1109/COMPSAC.2017.103
DO - 10.1109/COMPSAC.2017.103
M3 - Conference contribution
AN - SCOPUS:85032873174
T3 - Proceedings - International Computer Software and Applications Conference
SP - 590
EP - 595
BT - Proceedings - 2017 IEEE 41st Annual Computer Software and Applications Conference Workshops, COMPSAC 2017
A2 - Demartini, Claudio
A2 - Yang, Ji-Jiang
A2 - Ahamed, Sheikh Iqbal
A2 - Conte, Thomas
A2 - Akiyama, Toyokazu
A2 - Reisman, Sorel
A2 - Takakura, Hiroki
A2 - Hasan, Kamrul
A2 - Claycomb, William
A2 - Nakamura, Motonori
A2 - Tovar, Edmundo
A2 - Zhang, Zhiyong
A2 - Liu, Ling
A2 - Lung, Chung-Horng
A2 - Cimato, Stelvio
PB - IEEE Computer Society
T2 - 41st IEEE Annual Computer Software and Applications Conference Workshops, COMPSAC 2017
Y2 - 4 July 2017 through 8 July 2017
ER -