Search Results for author: Haewon Jeong

Found 6 papers, 3 papers with code

Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values

no code implementations21 Sep 2021 Haewon Jeong, Hao Wang, Flavio P. Calmon

We investigate the fairness concerns of training a machine learning model using data with missing values.

Attribute Fairness +1

A Unified Coded Deep Neural Network Training Strategy Based on Generalized PolyDot Codes for Matrix Multiplication

no code implementations27 Nov 2018 Sanghamitra Dutta, Ziqian Bai, Haewon Jeong, Tze Meng Low, Pulkit Grover

First, we propose a novel coded matrix multiplication technique called Generalized PolyDot codes that advances on existing methods for coded matrix multiplication under storage and communication constraints.

On the Optimal Recovery Threshold of Coded Matrix Multiplication

3 code implementations31 Jan 2018 Sanghamitra Dutta, Mohammad Fahim, Farzin Haddadpour, Haewon Jeong, Viveck Cadambe, Pulkit Grover

We provide novel coded computation strategies for distributed matrix-matrix products that outperform the recent "Polynomial code" constructions in recovery threshold, i. e., the required number of successful workers.

Information Theory Distributed, Parallel, and Cluster Computing Information Theory

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