Arian Maleki

Orcid: 0000-0002-5626-5206

Affiliations:
  • Columbia University, USA


According to our database1, Arian Maleki authored at least 81 papers between 2003 and 2024.

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Bibliography

2024
Toward Designing Optimal Sensing Matrices for Generalized Linear Inverse Problems.
IEEE Trans. Inf. Theory, January, 2024

Bagged Deep Image Prior for Recovering Images in the Presence of Speckle Noise.
CoRR, 2024

2022
Compressed Sensing in the Presence of Speckle Noise.
IEEE Trans. Inf. Theory, 2022

2021
Mismatched Data Detection in Massive MU-MIMO.
IEEE Trans. Signal Process., 2021

Optimal Data Detection and Signal Estimation in Systems With Input Noise.
IEEE Trans. Signal Process., 2021

Consistent Risk Estimation in Moderately High-Dimensional Linear Regression.
IEEE Trans. Inf. Theory, 2021

Spectral Method for Phase Retrieval: An Expectation Propagation Perspective.
IEEE Trans. Inf. Theory, 2021

Impact of the Sensing Spectrum on Signal Recovery in Generalized Linear Models.
CoRR, 2021

Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020
Information Theoretic Limits for Phase Retrieval With Subsampled Haar Sensing Matrices.
IEEE Trans. Inf. Theory, 2020

Analysis of Spectral Methods for Phase Retrieval With Random Orthogonal Matrices.
IEEE Trans. Inf. Theory, 2020

Using Black-Box Compression Algorithms for Phase Retrieval.
IEEE Trans. Inf. Theory, 2020

On the Gaussianity of Kolmogorov Complexity of Mixing Sequences.
IEEE Trans. Inf. Theory, 2020

Sharp Concentration Results for Heavy-Tailed Distributions.
CoRR, 2020

Error bounds in estimating the out-of-sample prediction error using leave-one-out cross validation in high-dimensions.
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019
Optimization-Based AMP for Phase Retrieval: The Impact of Initialization and $\ell_{2}$ Regularization.
IEEE Trans. Inf. Theory, 2019

Does SLOPE outperform bridge regression?
CoRR, 2019

Rigorous Analysis of Spectral Methods for Random Orthogonal Matrices.
CoRR, 2019

Consistent Risk Estimation in High-Dimensional Linear Regression.
CoRR, 2019

2018
Optimal Data Detection in Large MIMO.
CoRR, 2018

Approximate Leave-One-Out for High-Dimensional Non-Differentiable Learning Problems.
CoRR, 2018

Optimization-based AMP for Phase Retrieval: The Impact of Initialization and 𝓁<sub>2</sub>-regularization.
CoRR, 2018

Benefits of over-parameterization with EM.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Compressive Phase Retrieval of Structured Signals.
Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions.
Proceedings of the 35th International Conference on Machine Learning, 2018

Approximate message passing for amplitude based optimization.
Proceedings of the 35th International Conference on Machine Learning, 2018

2017
Does ℓ<sub>p</sub>-Minimization Outperform ℓ<sub>1</sub>-Minimization?
IEEE Trans. Inf. Theory, 2017

ℓ<sub>p</sub>-Based complex approximate message passing with application to sparse stepped frequency radar.
Signal Process., 2017

Compressive Phase Retrieval of Structured Signal.
CoRR, 2017

Low noise sensitivity analysis of Lq-minimization in oversampled systems.
CoRR, 2017

Which bridge estimator is optimal for variable selection?
CoRR, 2017

An efficient algorithm for compression-based compressed sensing.
CoRR, 2017

Optimally-tuned nonparametric linear equalization for massive MU-MIMO systems.
Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Compressed sensing of compressible signals.
Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Moving beyond sparsity by transferring expert knowledge.
Proceedings of the 51st Annual Conference on Information Sciences and Systems, 2017

VLSI design of a nonparametric equalizer for massive MU-MIMO.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016
From Denoising to Compressed Sensing.
IEEE Trans. Inf. Theory, 2016

Overcoming The Limitations of Phase Transition by Higher Order Analysis of Regularization Techniques.
CoRR, 2016

New approach to Bayesian high-dimensional linear regression.
CoRR, 2016

Global Analysis of Expectation Maximization for Mixtures of Two Gaussians.
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Phase transition and noise sensitivity of ℓp-minimization for 0 ≤ p ≤ 1.
Proceedings of the IEEE International Symposium on Information Theory, 2016

On the performance of mismatched data detection in large MIMO systems.
Proceedings of the IEEE International Symposium on Information Theory, 2016

BM3D-PRGAMP: Compressive phase retrieval based on BM3D denoising.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

2015
Does ℓ<sub>p</sub>-minimization outperform ℓ<sub>1</sub>-minimization?
CoRR, 2015

Consistent Parameter Estimation for LASSO and Approximate Message Passing.
CoRR, 2015

Optimality of large MIMO detection via approximate message passing.
Proceedings of the IEEE International Symposium on Information Theory, 2015

BM3D-AMP: A new image recovery algorithm based on BM3D denoising.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Optimal large-MIMO data detection with transmit impairments.
Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014
Minimum Complexity Pursuit for Universal Compressed Sensing.
IEEE Trans. Inf. Theory, 2014

2013
Design and Analysis of Compressed Sensing Radar Detectors.
IEEE Trans. Signal Process., 2013

Asymptotic Analysis of Complex LASSO via Complex Approximate Message Passing (CAMP).
IEEE Trans. Inf. Theory, 2013

Maximin Analysis of Message Passing Algorithms for Recovering Block Sparse Signals
CoRR, 2013

Parameterless Optimal Approximate Message Passing.
CoRR, 2013

Asymptotic Analysis of LASSOs Solution Path with Implications for Approximate Message Passing.
CoRR, 2013

From compression to compressed sensing.
Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

Compressive sensing radar: Simulation and experiments for target detection.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
Rate-Distortion Analysis of Directional Wavelets.
IEEE Trans. Image Process., 2012

VLSI Design of Approximate Message Passing for Signal Restoration and Compressive Sensing.
IEEE J. Emerg. Sel. Topics Circuits Syst., 2012

Iterative Thresholding Algorithm for Sparse Inverse Covariance Estimation.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Minimum complexity pursuit: Stability analysis.
Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

2011
The Noise-Sensitivity Phase Transition in Compressed Sensing.
IEEE Trans. Inf. Theory, 2011

Anisotropic Nonlocal Means Denoising
CoRR, 2011

Compressed Sensing over ℓ<sub>p</sub>-balls: Minimax Mean Square Error
CoRR, 2011

Least favorable compressed sensing problems for first-order methods.
Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

Compressed Sensing over ℓ<sup>p</sup>-balls: Minimax mean square error.
Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

Rate-distortion improvement of directional wavelets by megablocking.
Proceedings of the IEEE International Conference on Acoustics, 2011

Suboptimality of nonlocal means on images with sharp edges.
Proceedings of the 49th Annual Allerton Conference on Communication, 2011

Minimum complexity pursuit.
Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010
Optimally Tuned Iterative Reconstruction Algorithms for Compressed Sensing.
IEEE J. Sel. Top. Signal Process., 2010

Analysis of approximate message passing algorithm.
Proceedings of the 44th Annual Conference on Information Sciences and Systems, 2010

2009
Reproducible Research in Computational Harmonic Analysis.
Comput. Sci. Eng., 2009

Message Passing Algorithms for Compressed Sensing: II. Analysis and Validation
CoRR, 2009

Message Passing Algorithms for Compressed Sensing: I. Motivation and Construction
CoRR, 2009

Message Passing Algorithms for Compressed Sensing
CoRR, 2009

Coherence analysis of iterative thresholding algorithms.
Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2008
Geodesic K-means clustering.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008

A near optimal coder for image geometry with adaptive partitioning.
Proceedings of the International Conference on Image Processing, 2008

ε-entropy of piecewise polynomial functions and tree partitioning compression.
Proceedings of the IEEE International Conference on Acoustics, 2008

A Coherent and Heterogeneous Approach to Clustering.
Proceedings of the International Conference on Artificial Intelligence and Pattern Recognition, 2008

2005
Adaptive Wavelet Transform for Image Compression via Directional Quincunx Lifting.
Proceedings of the IEEE 7th Workshop on Multimedia Signal Processing, 2005

2003
A new efficient PNLMS based algorithm for adaptive line echo cancellation.
Proceedings of the Seventh International Symposium on Signal Processing and Its Applications, 2003


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