@conference{A. Ruiz-Heras2017, author = "A. Ruiz-Heras and Garc{\'i}a-Teodoro, Pedro and L. S{\'a}nchez-Casado", abstract = "Abstract—As mobile devices become more and more adopted by users, security risks also increase. This paper presents ADroid, a novel security tool for Android platforms with three main distinguishing characteristics. First, three groups of features are monitored over time: interfaces usage, applications related and communication related features. Second, a lightweight anomaly-based detection procedure is performed to determine the occurrence of unexpected abnormal activities. Third, the user can also create specific white/black lists. ADroid has been implemented in a real environment and evaluated through experimentation. The detection accuracy exhibited and the resources consumption involved in its operation show the goodness and promising capabilities of the system.", booktitle = "III Jornadas Nacionales de Investigaci{\'o}n en Ciberseguridad (JNIC)", keywords = "Anomaly detection;Malicious behavior;Mobile security", title = "{A} review of: {AD}roid: {A}nomaly-based detection of malicious events in {A}ndroid platforms", year = "2017", }