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.
1 code implementation • 31 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.
no code implementations • 25 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.
no code implementations • 23 Sep 2022 • Matthew Jones, Huy Lê Nguyen, Thy Nguyen
This is an improvement to the previous approach, which has regret bound of $\tilde{O}( \min(NK, \sqrt{N} K^{3/2})\sqrt{T})$.
no code implementations • 27 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.