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06/15/2022
Beyond Adult and COMPAS: Fairness in Multi-Class Prediction
We consider the problem of producing fair probabilistic classifiers for ...
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09/21/2021
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values
We investigate the fairness concerns of training a machine learning mode...
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05/05/2021
ε-Approximate Coded Matrix Multiplication is Nearly Twice as Efficient as Exact Multiplication
We study coded distributed matrix multiplication from an approximate rec...
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11/28/2018
An Application of Storage-Optimal MatDot Codes for Coded Matrix Multiplication: Fast k-Nearest Neighbors Estimation
We propose a novel application of coded computing to the problem of the ...
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11/27/2018
A Unified Coded Deep Neural Network Training Strategy Based on Generalized PolyDot Codes for Matrix Multiplication
This paper has two contributions. First, we propose a novel coded matrix...
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05/24/2018
Coded FFT and Its Communication Overhead
We propose a coded computing strategy and examine communication costs of...
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01/31/2018