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Jayesh Choudhari

2 accepted papers

2022

On Coresets for Fair Regression and Individually Fair Clustering

Rachit Chhaya, Anirban Dasgupta, Jayesh Choudhari, Supratim Shit
AISTATS 2022poster

In this paper we present coresets for Fair Regression with Statistical Parity (SP) constraints and for Individually Fair Clustering. Due to the fairness constraints, the classical coreset definition is not enough for these problems. We first define coresets for both the problems. We show that to obt…

Cited by 10Source ↗PDF ↗Scholar ↗
2020

Streaming Coresets for Symmetric Tensor Factorization

Rachit Chhaya, Jayesh Choudhari, Anirban Dasgupta, Supratim Shit
ICML 2020poster

Factorizing tensors has recently become an important optimization module in a number of machine learning pipelines, especially in latent variable models. We show how to do this efficiently in the streaming setting. Given a set of $n$ vectors, each in $\mathbb{R}^d$, we present algorithms to select a…

Cited by 14Source ↗PDF ↗code ↗Scholar ↗