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The anatomy of mobile ad fraud: Smart Bots

Smart Bots can fully emulate user behavior with high accuracy by performing in-app activities for up to 30 days after install

The anatomy of mobile ad fraud: Modified Click Spam

Anti-fraud detection of abnormal TTI has forced fraudsters to adjust. Now they attempt to “cut off the long tail” of TTI over several days, making Click Spam more complicated to detect

The anatomy of mobile ad fraud: Incentive

Incentive Fraud happens when real users are motivated to install an app/game in return for receiving some form of reward
Reverse engineering as one of the most advanced tools of fraudsters

The anatomy of mobile ad fraud: Device Farms

Most anti-fraud solutions show too much information publicly and are easily reverse-engineered by fraudsters so they can emulate real users. Their Device Farms can fake post-install ...

The anatomy of mobile ad fraud: Bots

Significant anomalies in post-install activity may indicate bot-fraud, but not all such anomalies are clear cases of fraud
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Why Mobile Advertisers Should Push For Machine Learning-Based Fraud Detection

The only solution for mobile advertisers is to partner with anti-fraud tools that make use of powerful and intelligent technologies such as machine...

Scalarr and the Future of Fraud Detection: Q&A with Scalarr Founders Inna Ushakova and Yuriy Yashunin

The road to Scalarr's foundation was paved with challenges and opportunities and in this in-depth conversation, you'll learn the story of Scalarr f...

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