FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps

Keyphrases

• Mobile Application 100%
• Federated Learning 100%
• Open Ecosystems 100%
• Human Activity Recognition 75%
• Android 50%
• Learning Model 50%
• Smartphone 25%
• Mobile Devices 25%
• Android Smartphone 25%
• College Students 25%
• System Performance 25%
• Lessons Learned 25%
• Data Augmentation 25%
• Aggregation Behavior 25%
• Linux 25%
• Emulation 25%
• Modular Design 25%
• Model Performance 25%
• Best Model 25%
• In the Wild 25%
• Communication Failure 25%
• Sensing Data 25%
• Resource Consumption 25%
• AWS Cloud 25%
• Mobile Cloud 25%
• Balance Model 25%
• Third-party Apps 25%
• Learning Application 25%
• CNN Model 25%
• Federated Learning System 25%
• Privacy-preserving Techniques 25%
• Concurrent Model 25%
• App Developers 25%
• Mobile Sensor Data 25%
• Sentiment Analysis Model 25%
• DL Model 25%
• Non-independent and Identically Distributed Data 25%
• Recognition Model 25%

Computer Science

• Mobile App 100%
• Federated Learning 100%
• Android 60%
• Human Activity Recognition 60%
• Privacy Preserving 20%
• Mobile Device 20%
• Systems Performance 20%
• Learning Systems 20%
• Deep Learning 20%
• Performance Model 20%
• Data Augmentation 20%
• Convolutional Neural Network 20%
• Analysis Model 20%
• Resource Consumption 20%
• Design Implementation 20%
• Sentiment Analysis 20%