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Dodrio: Exploring Transformer Models with Interactive Visualization ...
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FairPlay: Fraud and Malware Detection in Google Play ...
Abstract: Fraudulent behaviors in Google Android app market fuel search rank abuse and malware proliferation. We present FairPlay, a novel system that uncovers both malware and search rank fraud apps, by picking out trails that fraudsters leave behind. To identify suspicious apps, FairPlay PCF algorithm correlates review activities and uniquely combines detected review relations with linguistic and behavioral signals gleaned from longitudinal Google Play app data. We contribute a new longitudinal app dataset to the community, which consists of over 87K apps, 2.9M reviews, and 2.4M reviewers, collected over half a year. FairPlay achieves over 95% accuracy in classifying gold standard datasets of malware, fraudulent and legitimate apps. We show that 75% of the identified malware apps engage in search rank fraud. FairPlay discovers hundreds of fraudulent apps that currently evade Google Bouncer detection technology, and reveals a new type of attack campaign, where users are harassed into writing positive reviews, and ... : Proceedings of the 2016 SIAM International Conference on Data Mining. Society for Industrial and Applied Mathematics, 2016 ...
Keyword: Computers and Society cs.CY; Cryptography and Security cs.CR; FOS Computer and information sciences; Social and Information Networks cs.SI
URL: https://dx.doi.org/10.48550/arxiv.1703.02002
https://arxiv.org/abs/1703.02002
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Characterizing Smoking and Drinking Abstinence from Social Media
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