Audra McMillan

1. Hiding Among the Clones: A Simple and Nearly Optimal Analysis of Privacy Amplification by Shuffling
   2020/12/23 by Vitaly Feldman, Feldman, Vitaly, Audra McMillan +3 · 9 citations
   Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
2. Differentially Private Simple Linear Regression
   2020/07/10 by Daniel Alabi, Audra McMillan, Alabi, Daniel +7 · 3 citations
   Computer Science · Mathematics · Medicine · #Advanced Causal Inference Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #HIV, Drug Use, Sexual Risk #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Privacy-Preserving Technologies in Data
3. Instance-Optimal Private Density Estimation in the Wasserstein Distance
   2024/06/27 by Vitaly Feldman, Audra McMillan, Feldman, Vitaly +5 · 4 citations
   Mathematics · #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Random Matrices and Applications #Statistics Theory (math.ST)
4. Instance-Optimal Differentially Private Estimation
   2022/10/28 by Audra McMillan, McMillan, Audra, Adam Smith +3 · 2 citations
   Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST)
5. Differentially Private Heavy Hitter Detection using Federated Analytics
   2023/07/21 by Karan N. Chadha, Chadha, Karan, Junye Chen +13 · 2 citations
   Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
6. Mean Estimation with User-level Privacy under Data Heterogeneity
   2023/07/28 by Rachel Cummings, Cummings, Rachel, Vitaly Feldman +5 · 2 citations
   Computer Science · Mathematics · #Advanced Causal Inference Techniques #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
7. Private Federated Statistics in an Interactive Setting
   2022/11/18 by Audra McMillan, McMillan, Audra, Omid Javidbakht +45 · 1 citation
   Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data