Search Results for author: Ivan Nazarov

Found 11 papers, 5 papers with code

Bayesian Sparsification of Deep C-valued Networks

1 code implementation ICML 2020 Ivan Nazarov, Evgeny Burnaev

With continual miniaturization ever more applications of deep learning can be found in embedded systems, where it is common to encounter data with natural representation in the complex domain.

Music Transcription

Bayesian Sparsification Methods for Deep Complex-valued Networks

1 code implementation25 Mar 2020 Ivan Nazarov, Evgeny Burnaev

With continual miniaturization ever more applications of deep learning can be found in embedded systems, where it is common to encounter data with natural complex domain representation.

Music Transcription

Sparse Group Inductive Matrix Completion

no code implementations27 Apr 2018 Ivan Nazarov, Boris Shirokikh, Maria Burkina, Gennady Fedonin, Maxim Panov

We consider the problem of matrix completion with side information (\textit{inductive matrix completion}).

feature selection Low-Rank Matrix Completion

Steganographic Generative Adversarial Networks

1 code implementation16 Mar 2017 Denis Volkhonskiy, Ivan Nazarov, Evgeny Burnaev

Steganography is collection of methods to hide secret information ("payload") within non-secret information "container").

Steganalysis

Conformalized Kernel Ridge Regression

no code implementations19 Sep 2016 Evgeny Burnaev, Ivan Nazarov

General predictive models do not provide a measure of confidence in predictions without Bayesian assumptions.

Anomaly Detection regression

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