activity
20182021
most citedModel-Aware Deep Architectures for One-Bit Compressive Variational Autoencoding

11 citations · 23 across the 4 of their papers we have counts for

collaborators

9 papers

eess.SP2021

LoRD-Net: Unfolded Deep Detection Network with Low-Resolution Receivers

Shahin Khobahi, Nir Shlezinger, Mojtaba Soltanalian +1

The need to recover high-dimensional signals from their noisy low-resolution quantized measurements is widely encountered in communications and sensing. In this paper, we focus on…

stat.ML20208 cited

Unfolded Algorithms for Deep Phase Retrieval

Naveed Naimipour, Shahin Khobahi, Mojtaba Soltanalian

Exploring the idea of phase retrieval has been intriguing researchers for decades, due to its appearance in a wide range of applications. The task of a phase retrieval algorithm is…

eess.SP20204 cited

Deep-RLS: A Model-Inspired Deep Learning Approach to Nonlinear PCA

Zahra Esmaeilbeig, Shahin Khobahi, Mojtaba Soltanalian

In this work, we consider the application of model-based deep learning in nonlinear principal component analysis (PCA). Inspired by the deep unfolding methodology, we propose a tas…

eess.SP2020

UPR: A Model-Driven Architecture for Deep Phase Retrieval

Naveed Naimipour, Shahin Khobahi, Mojtaba Soltanalian

The problem of phase retrieval has been intriguing researchers for decades due to its appearance in a wide range of applications. The task of a phase retrieval algorithm is typical…

cs.LG2019

Deep One-bit Compressive Autoencoding

Shahin Khobahi, Arindam Bose, Mojtaba Soltanalian

Parameterized mathematical models play a central role in understanding and design of complex information systems. However, they often cannot take into account the intricate interac…

eess.SP2019

Joint Optimization of Waveform Covariance Matrix and Antenna Selection for MIMO Radar

Arindam Bose, Shahin Khobahi, Mojtaba Soltanalian

In this paper, we investigate the problem of jointly optimizing the waveform covariance matrix and the antenna position vector for multiple-input-multiple-output (MIMO) radar syste…