Search Results for author: Thy Nguyen

Found 5 papers, 1 papers with code

Fair k-Centers via Maximum Matching

no code implementations ICML 2020 Matthew Jones, Thy Nguyen, Huy Nguyen

The field of algorithms has seen a push for fairness, or the removal of inherent bias, in recent history.

Data Summarization Fairness

Improved Learning-augmented Algorithms for k-means and k-medians Clustering

1 code implementation31 Oct 2022 Thy Nguyen, Anamay Chaturvedi, Huy Lê Nguyen

We consider the problem of clustering in the learning-augmented setting, where we are given a data set in $d$-dimensional Euclidean space, and a label for each data point given by an oracle indicating what subsets of points should be clustered together.

Clustering

Streaming Submodular Maximization with Differential Privacy

no code implementations25 Oct 2022 Anamay Chaturvedi, Huy Lê Nguyen, Thy Nguyen

In this work, we study the problem of privately maximizing a submodular function in the streaming setting.

An Efficient Algorithm for Fair Multi-Agent Multi-Armed Bandit with Low Regret

no code implementations23 Sep 2022 Matthew Jones, Huy Lê Nguyen, Thy Nguyen

This is an improvement to the previous approach, which has regret bound of $\tilde{O}( \min(NK, \sqrt{N} K^{3/2})\sqrt{T})$.

2k Fairness

Differentially Private Clustering via Maximum Coverage

no code implementations27 Aug 2020 Matthew Jones, Huy Lê Nguyen, Thy Nguyen

This paper studies the problem of clustering in metric spaces while preserving the privacy of individual data.

Clustering

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