TY - GEN
T1 - Accessibility service utilization rates in android applications shared on Twitter
AU - Ichioka, Shuichi
AU - Pouget, Estelle
AU - Mimura, Takao
AU - Nakajima, Jun
AU - Yamauchi, Toshihiro
N1 - Funding Information:
The research results have been achieved by ?WarpDrive: Web-based Attack Response with Practical and Deployable Research InitiatiVE,? the Commissioned Research of National Institute of Information and Communications Technology (NICT), Japan.
Publisher Copyright:
© Springer Nature Switzerland AG 2020.
PY - 2020
Y1 - 2020
N2 - The number of malware detected has been increasing annually, and 4.12% of malware reported in 2018 attacked Android phones. Therefore, preventing attacks by Android malware is critically important. Several previous studies have investigated the percentage of apps that utilize accessibility services and are distributed from Google Play, that have been reportedly used by Android malware. However, the Social Networking Services (SNSs) that are used to spread malware have distributed apps not only from Google Play but also from other sources. Therefore, apps distributed from within and outside of Google Play must be investigated to capture malware trends. In this study, we collected apps shared on Twitter in 2018, which is a representative SNS, and created a Twitter shared apps dataset. The dataset consists of 32,068 apps downloaded from the websites of URLs collected on Twitter. We clarified the proportion of apps that contained malware and proportion of apps utilizing accessibility services. We found that both, the percentage of malware and percentage of total apps using accessibility services have been increasing. Notably, the percentages of malware and un-suspicious apps using accessibility services were quite similar. Therefore, this problem cannot be solved by automatically blocking all apps that use accessibility services. Hence, specific countermeasures against malware using accessibility services will be increasingly important for online security in the future.
AB - The number of malware detected has been increasing annually, and 4.12% of malware reported in 2018 attacked Android phones. Therefore, preventing attacks by Android malware is critically important. Several previous studies have investigated the percentage of apps that utilize accessibility services and are distributed from Google Play, that have been reportedly used by Android malware. However, the Social Networking Services (SNSs) that are used to spread malware have distributed apps not only from Google Play but also from other sources. Therefore, apps distributed from within and outside of Google Play must be investigated to capture malware trends. In this study, we collected apps shared on Twitter in 2018, which is a representative SNS, and created a Twitter shared apps dataset. The dataset consists of 32,068 apps downloaded from the websites of URLs collected on Twitter. We clarified the proportion of apps that contained malware and proportion of apps utilizing accessibility services. We found that both, the percentage of malware and percentage of total apps using accessibility services have been increasing. Notably, the percentages of malware and un-suspicious apps using accessibility services were quite similar. Therefore, this problem cannot be solved by automatically blocking all apps that use accessibility services. Hence, specific countermeasures against malware using accessibility services will be increasingly important for online security in the future.
KW - Accessibility service
KW - Android app
KW - Malware
KW - SNS
UR - http://www.scopus.com/inward/record.url?scp=85098290281&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85098290281&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-65299-9_8
DO - 10.1007/978-3-030-65299-9_8
M3 - Conference contribution
AN - SCOPUS:85098290281
SN - 9783030652982
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 101
EP - 111
BT - Information Security Applications - 21st International Conference, WISA 2020, Revised Selected Papers
A2 - You, Ilsun
PB - Springer Science and Business Media Deutschland GmbH
T2 - 21st International Conference on Information Security Applications, WISA 2020
Y2 - 26 August 2020 through 28 August 2020
ER -