Distributional Individual Fairness in Clustering

1 code implementation • 22 Jun 2020 • Nihesh Anderson, Suman K. Bera, Syamantak Das, Yang Liu

We extend this framework to include both group fairness and individual fairness inside the protected groups.

Clustering Fairness

Fair Algorithms for Clustering

1 code implementation • NeurIPS 2019 • Suman K. Bera, Deeparnab Chakrabarty, Nicolas J. Flores, Maryam Negahbani

- We allow the user to specify the parameters that define fair representation.

Clustering Fairness

Fenchel Duals for Drifting Adversaries

no code implementations • 23 Sep 2013 • Suman K. Bera, Anamitra R. Choudhury, Syamantak Das, Sambuddha Roy, Jayram S. Thatchachar

Existing literature shows (nearly) optimal drifting regret bounds only for the $\ell_2$ and the $\ell_1$-norms.

Advanced Bloom Filter Based Algorithms for Efficient Approximate Data De-Duplication in Streams

1 code implementation • 17 Dec 2012 • Suman K. Bera, Sourav Dutta, Ankur Narang, Souvik Bhattacherjee

In this work, we present several novel algorithms for the problem of approximate detection of duplicates in data streams.

Management