Not All Noise Is Accounted Equally: How Differentially Private Learning Benefits From Large Sampling Rates

Computer Science

• Sampling Rate 100%
• Stochastic Gradient Descent 100%
• Machine Learning Algorithm 50%
• Underlying Mechanism 50%
• Privacy Preserving 50%
• Convolutional Neural Network 50%
• Differential Privacy 50%
• Neural Network 50%
• Gaussian White Noise 50%

Keyphrases

• Differentially Private Learning 100%
• Differentially Private Stochastic Gradient Descent 50%
• Privacy-utility Tradeoff 50%