Index Terms
- Fast, private, and fair: OU data lab
Recommendations
Fast fairness convergence through fair rate estimation in Variable-structure congestion Control Protocol
Traditional Transmission Control Protocol (TCP) faces significant limitations such as unclear congestion implication, low utilization in high-speed networks, unstable throughput and limited fairness. In order to overcome such limitations, numerous ...
Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy
PPMLP'20: Proceedings of the 2020 Workshop on Privacy-Preserving Machine Learning in PracticeDeployment of deep learning in different fields and industries is growing day by day due to its performance, which relies on the availability of data and compute. Data is often crowd-sourced and contains sensitive information about its contributors, ...
Fast and differentially private fair clustering
IJCAI '23: Proceedings of the Thirty-Second International Joint Conference on Artificial IntelligenceThis study presents the first differentially private and fair clustering method, built on the recently proposed density-based fair clustering approach. The method addresses the limitations of fair clustering algorithms that necessitate the use of ...
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