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Tensor Decomposition for Signal Processing and Machine Learning

IEEE transactions on signal processing, 2017-07, Vol.65 (13), p.3551-3582

2017

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Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition

IEEE transactions on signal processing, 2014-01, Vol.62 (1), p.211-224

2014

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IEEE_Xplore

A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

IEEE transactions on signal processing, 2016-10, Vol.64 (19), p.5052-5065

2016

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IEEE_Xplore

Quality of Service and Max-Min Fair Transmit Beamforming to Multiple Cochannel Multicast Groups

IEEE transactions on signal processing, 2008-03, Vol.56 (3), p.1268-1279

2008

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IEEE_Xplore

Physics-Aware Neural Networks for Distribution System State Estimation

IEEE transactions on power systems, 2020-11, Vol.35 (6), p.4347-4356

2020

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IEEE_Xplore

Learning to Optimize: Training Deep Neural Networks for Interference Management

IEEE transactions on signal processing, 2018-10, Vol.66 (20), p.5438-5453

2018

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IEEE_Xplore

Consensus-ADMM for General Quadratically Constrained Quadratic Programming

IEEE transactions on signal processing, 2016-10, Vol.64 (20), p.5297-5310

2016

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IEEE_Xplore

A recursive framework for predicting the time-course of drug sensitivity

Scientific reports, 2020-10, Vol.10 (1), p.17682-12, Article 17682

2020

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Estimating Multiple Frequency-Hopping Signal Parameters via Sparse Linear Regression

IEEE transactions on signal processing, 2010-10, Vol.58 (10), p.5044-5056

2010

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IEEE_Xplore

Data-Driven Learning-Based Optimization for Distribution System State Estimation

IEEE transactions on power systems, 2019-11, Vol.34 (6), p.4796-4805

2019

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IEEE_Xplore

A Factor Analysis Framework for Power Spectra Separation and Multiple Emitter Localization

IEEE transactions on signal processing, 2015-12, Vol.63 (24), p.6581-6594

2015

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IEEE_Xplore

Tensor Algebra and Multidimensional Harmonic Retrieval in Signal Processing for MIMO Radar

IEEE transactions on signal processing, 2010-11, Vol.58 (11), p.5693-5705

2010

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IEEE_Xplore

Machine Learning in the Air

IEEE journal on selected areas in communications, 2019-10, Vol.37 (10), p.2184-2199

2019

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IEEE_Xplore

Feasible Point Pursuit and Successive Approximation of Non-Convex QCQPs

IEEE signal processing letters, 2015-07, Vol.22 (7), p.804-808

2015

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IEEE_Xplore

Tensors, Learning, and "Kolmogorov Extension" for Finite-Alphabet Random Vectors

IEEE transactions on signal processing, 2018-09, Vol.66 (18), p.4854-4868

2018

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IEEE_Xplore

On Identifiability of Nonnegative Matrix Factorization

IEEE signal processing letters, 2018-03, Vol.25 (3), p.328-332

2018

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IEEE_Xplore

Supervised Learning and Canonical Decomposition of Multivariate Functions

IEEE transactions on signal processing, 2021, Vol.69, p.1097-1107

2021

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IEEE_Xplore

Low-Rank Characteristic Tensor Density Estimation Part I: Foundations

IEEE transactions on signal processing, 2022, Vol.70, p.2654-2668

2022

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IEEE_Xplore

Fast Approximation Algorithms for a Class of Non-convex QCQP Problems Using First-Order Methods

IEEE transactions on signal processing, 2017-07, Vol.65 (13), p.3494-3509

2017

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IEEE_Xplore

A Simple and Effective Approach for Transmit Antenna Selection in Multiuser Massive MIMO Leveraging Submodularity

IEEE transactions on signal processing, 2018-09, Vol.66 (18), p.4869-4883

2018

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IEEE_Xplore

Low-Rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation

IEEE transactions on signal processing, 2022, Vol.70, p.2669-2680

2022

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IEEE_Xplore

Tensor Completion From Regular Sub-Nyquist Samples

IEEE transactions on signal processing, 2020, Vol.68, p.1-16

2020

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IEEE_Xplore

Parallel Algorithms for Constrained Tensor Factorization via Alternating Direction Method of Multipliers

IEEE transactions on signal processing, 2015-10, Vol.63 (20), p.5450-5463

2015

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IEEE_Xplore

Overlapping Community Detection via Semi-Binary Matrix Factorization: Identifiability and Algorithms

IEEE transactions on signal processing, 2022, Vol.70, p.4321-4336

2022

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IEEE_Xplore

Hyperspectral Super-Resolution: A Coupled Tensor Factorization Approach

IEEE transactions on signal processing, 2018-12, Vol.66 (24), p.6503-6517

2018

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IEEE_Xplore

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Tensor Decomposition for Signal Processing and Machine Learning

Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition

A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

Quality of Service and Max-Min Fair Transmit Beamforming to Multiple Cochannel Multicast Groups

Physics-Aware Neural Networks for Distribution System State Estimation

Learning to Optimize: Training Deep Neural Networks for Interference Management

Consensus-ADMM for General Quadratically Constrained Quadratic Programming

A recursive framework for predicting the time-course of drug sensitivity

Estimating Multiple Frequency-Hopping Signal Parameters via Sparse Linear Regression

Data-Driven Learning-Based Optimization for Distribution System State Estimation

A Factor Analysis Framework for Power Spectra Separation and Multiple Emitter Localization

Tensor Algebra and Multidimensional Harmonic Retrieval in Signal Processing for MIMO Radar

Machine Learning in the Air

Feasible Point Pursuit and Successive Approximation of Non-Convex QCQPs

Tensors, Learning, and "Kolmogorov Extension" for Finite-Alphabet Random Vectors

On Identifiability of Nonnegative Matrix Factorization

Supervised Learning and Canonical Decomposition of Multivariate Functions

Low-Rank Characteristic Tensor Density Estimation Part I: Foundations

Fast Approximation Algorithms for a Class of Non-convex QCQP Problems Using First-Order Methods

A Simple and Effective Approach for Transmit Antenna Selection in Multiuser Massive MIMO Leveraging Submodularity

Low-Rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation

Tensor Completion From Regular Sub-Nyquist Samples

Parallel Algorithms for Constrained Tensor Factorization via Alternating Direction Method of Multipliers

Overlapping Community Detection via Semi-Binary Matrix Factorization: Identifiability and Algorithms

Hyperspectral Super-Resolution: A Coupled Tensor Factorization Approach

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