Anil Aswani

2 accepted papers

2022

Nonnegative Tensor Completion via Integer Optimization

Caleb Xavier Bugg, Chen Chen, Anil Aswani

NeurIPS 2022accept

Unlike matrix completion, tensor completion does not have an algorithm that is known to achieve the information-theoretic sample complexity rate. This paper develops a new algorithm for the special case of completion for nonnegative tensors. We prove that our algorithm converges in a linear (in nume…

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2018

Spectral Algorithms for Computing Fair Support Vector Machines

Mahbod Olfat, Anil Aswani

AISTATS 2018poster

Classifiers and rating scores are prone to implicitly codifying biases, which may be present in the training data, against protected classes (i.e., age, gender, or race). So it is important to understand how to design classifiers and scores that prevent discrimination in predictions. This paper dev…

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