Kamalika Chaudhuri

Publications by Year

Research Areas

Privacy-Preserving Technologies in Data, Machine Learning and Algorithms, Adversarial Robustness in Machine Learning, Cryptography and Data Security, Machine Learning and Data Classification

Most-Cited Works

• Differentially Private Empirical Risk Minimization.(2011)
• → Multi-view clustering via canonical correlation analysis(2009)820 cited
• → Differentially Private Empirical Risk Minimization(2009)544 cited
• → Stochastic gradient descent with differentially private updates(2013)513 cited
• Privacy-preserving logistic regression(2008)
• → Privacy, accuracy, and consistency too(2007)485 cited
• → Signal Processing and Machine Learning with Differential Privacy: Algorithms and Challenges for Continuous Data(2013)218 cited
• Spectral Clustering of Graphs with General Degrees in the Extended Planted Partition Model(2012)
• → Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics(2017)177 cited
• → Paths, trees, and minimum latency tours(2004)173 cited