Search Results for author: Mohammad-Amin Charusaie

Found 3 papers, 2 papers with code

Sample Efficient Learning of Predictors that Complement Humans

1 code implementation19 Jul 2022 Mohammad-Amin Charusaie, Hussein Mozannar, David Sontag, Samira Samadi

One of the goals of learning algorithms is to complement and reduce the burden on human decision makers.

Active Learning

Hermite Polynomial Features for Private Data Generation

1 code implementation9 Jun 2021 Margarita Vinaroz, Mohammad-Amin Charusaie, Frederik Harder, Kamil Adamczewski, Mijung Park

Hence, a relatively low order of Hermite polynomial features can more accurately approximate the mean embedding of the data distribution compared to a significantly higher number of random features.

Compressibility Measures for Affinely Singular Random Vectors

no code implementations12 Jan 2020 Mohammad-Amin Charusaie, Arash Amini, Stefano Rini

When considering discrete-domain moving-average processes with non-Gaussian excitation noise, the above results allow us to evaluate the block-average RID and DRB, as well as to determine a relationship between these parameters and other existing compressibility measures.

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