Nicholas D. Sidiropoulos

Orcid: 0000-0002-3385-7911

Affiliations:
  • University of Minnesota-Twin Cities, Department of Electrical and Computer Engineering, Minneapolis, MN, USA
  • Technical University of Crete, Greece
  • University of Virginia, Charlottesville, VA, USA
  • University of Maryland, College Park, MD, USA


According to our database1, Nicholas D. Sidiropoulos authored at least 339 papers between 1994 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Awards

IEEE Fellow

IEEE Fellow 2009, "For contributions to signal processing for communications".

Timeline

Legend:

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Links

Online presence:

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Bibliography

2024
Robust Tensor Completion via Capped Frobenius Norm.
IEEE Trans. Neural Networks Learn. Syst., July, 2024

A Link Between Multiuser MMSE and Canonical Correlation Analysis.
IEEE Wirel. Commun. Lett., January, 2024

Correction to: TurboLift: fast accuracy lifting for historical data recovery.
VLDB J., January, 2024

On Densest <i>k</i>-Subgraph Mining and Diagonal Loading.
CoRR, 2024

Binary Signal Alignment: Optimal Solution is Polynomial-Time and Linear-Time Solution is Quasi-Optimal.
Proceedings of the IEEE International Conference on Acoustics, 2024

Multivariate Density Estimation Using Low-Rank Fejér-Riesz Factorization.
Proceedings of the IEEE International Conference on Acoustics, 2024

Optimal Quasi-clique: Hardness, Equivalence with Densest-k-Subgraph, and Quasi-partitioned Community Mining.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Revisiting Deep Generalized Canonical Correlation Analysis.
IEEE Trans. Signal Process., 2023

Triple Simplex Matrix Completion for Expense Forecasting.
CoRR, 2023

Harnessing the Power of Repetition Structure in Ultra-Narrowband IoT.
Proceedings of the 24th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2023

Harvester: Principled Factorization-based Temporal Tensor Granularity Estimation.
Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

On High-dimensional and Low-rank Tensor Bandits.
Proceedings of the IEEE International Symposium on Information Theory, 2023

Radio-Astronomy Imaging and Interference Excision Using Tensor Decomposition and Canonical Correlation Analysis.
Proceedings of the IEEE International Conference on Acoustics, 2023

Enrollment Rate Prediction in Clinical Trials based on CDF Sketching and Tensor Factorization tools.
Proceedings of the IEEE International Conference on Acoustics, 2023

Clustering on the Stiefel Manifold with Symmetric Block Term Decomposition.
Proceedings of the 9th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2023

Few-Shot Classification Using Tensor Completion.
Proceedings of the 57th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2023, Pacific Grove, CA, USA, October 29, 2023

2022
A Simple and Practical Underlay Scheme for Short-Range Secondary Communication.
IEEE Trans. Wirel. Commun., 2022

Probabilistic Simplex Component Analysis.
IEEE Trans. Signal Process., 2022

Overlapping Community Detection via Semi-Binary Matrix Factorization: Identifiability and Algorithms.
IEEE Trans. Signal Process., 2022

Low-Rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation.
IEEE Trans. Signal Process., 2022

Low-Rank Characteristic Tensor Density Estimation Part I: Foundations.
IEEE Trans. Signal Process., 2022

Large Scale Tensor Factorization via Parallel Sketches.
IEEE Trans. Knowl. Data Eng., 2022

Graph Matching Via the Lens of Supermodularity.
IEEE Trans. Knowl. Data Eng., 2022

Multisubject Task-Related fMRI Data Processing via a Two-Stage Generalized Canonical Correlation Analysis.
IEEE Trans. Image Process., 2022

A Novel Linear Precoder Design for Reliable UL/DL Detection in TDD Cellular Networks.
IEEE Trans. Commun., 2022

Finding the smallest or largest element of a tensor from its low-rank factors.
CoRR, 2022

Learning Multivariate CDFs and Copulas using Tensor Factorization.
CoRR, 2022

GAGE: Geometry Preserving Attributed Graph Embeddings.
Proceedings of the WSDM '22: The Fifteenth ACM International Conference on Web Search and Data Mining, Virtual Event / Tempe, AZ, USA, February 21, 2022

Identifiability Results for Nonuniform Linear and Rectangular Sensor Arrays.
Proceedings of the 30th European Signal Processing Conference, 2022

Canonical Identification of Autoregressive Nonlinear Systems.
Proceedings of the 56th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2022, Pacific Grove, CA, USA, October 31, 2022

Unsupervised Detection via Artificial Dual-Path Transmission.
Proceedings of the 56th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2022, Pacific Grove, CA, USA, October 31, 2022

The Triangle-Densest-K-Subgraph Problem: Hardness, Lovász Extension, and Application to Document Summarization.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Cell-Edge Detection via Selective Cooperation and Generalized Canonical Correlation.
IEEE Trans. Wirel. Commun., 2021

Generalized Canonical Correlation Analysis: A Subspace Intersection Approach.
IEEE Trans. Signal Process., 2021

Supervised Learning and Canonical Decomposition of Multivariate Functions.
IEEE Trans. Signal Process., 2021

Information-Theoretic Feature Selection via Tensor Decomposition and Submodularity.
IEEE Trans. Signal Process., 2021

Exactness of OPF Relaxation on Three-Phase Radial Networks With Delta Connections.
IEEE Trans. Smart Grid, 2021

Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection.
IEEE Trans. Knowl. Data Eng., 2021

Prema: Principled Tensor Data Recovery From Multiple Aggregated Views.
IEEE J. Sel. Top. Signal Process., 2021

Uncovering migration systems through spatio-temporal tensor co-clustering.
CoRR, 2021

Exploring the Subgraph Density-Size Trade-off via the Lovaśz Extension.
Proceedings of the WSDM '21, 2021

Robust Probabilistic Simplex Component Analysis.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

Secure Low-power IoT Uplink Communication via Unsupervised Signal Alignment.
Proceedings of the 22nd IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2021

TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing.
Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

Joint Graph Embedding and Alignment with Spectral Pivot.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Multi-version Tensor Completion for Time-delayed Spatio-temporal Data.
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

Beam Selection for Ultra-Reliable Low-Latency Communication in Industrial Environment with Beamforming Repeaters.
Proceedings of the IEEE International Conference on Communications Workshops, 2021

Blind Carbon Copy on Dirty Paper: Seamless Spectrum Underlay via Canonical Correlation Analysis.
Proceedings of the IEEE International Conference on Acoustics, 2021

XPL-CF: Explainable Embeddings for Feature-based Collaborative Filtering.
Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

STELAR: Spatio-temporal Tensor Factorization with Latent Epidemiological Regularization.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

eTREE: Learning Tree-structured Embeddings.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
TurboLift: fast accuracy lifting for historical data recovery.
VLDB J., 2020

Reliable Detection of Unknown Cell-Edge Users via Canonical Correlation Analysis.
IEEE Trans. Wirel. Commun., 2020

Learning Nonlinear Mixtures: Identifiability and Algorithm.
IEEE Trans. Signal Process., 2020

Multi-Set Low-Rank Factorizations With Shared and Unshared Components.
IEEE Trans. Signal Process., 2020

Tensor Completion From Regular Sub-Nyquist Samples.
IEEE Trans. Signal Process., 2020

Fast Algorithms for Joint Multicast Beamforming and Antenna Selection in Massive MIMO.
IEEE Trans. Signal Process., 2020

Topology Identification of Directed Graphs via Joint Diagonalization of Correlation Matrices.
IEEE Trans. Signal Inf. Process. over Networks, 2020

Low-Rank Tensor Models for Improved Multidimensional MRI: Application to Dynamic Cardiac T<sub>1</sub> Mapping.
IEEE Trans. Computational Imaging, 2020

Nonparametric Multivariate Density Estimation: A Low-Rank Characteristic Function Approach.
CoRR, 2020

GRATE: Granular Recovery of Aggregated Tensor Data by Example.
CoRR, 2020

Delay-locking: Unraveling Multiple Unknown Signals in Unknown Multipath.
Proceedings of the 21st IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2020

Phased: Phase-Aware Submodularity-Based Energy Disaggregation.
Proceedings of the NILM '20, 2020

Identifying Potential Investors with Data Driven Approaches.
Proceedings of the 2020 SIAM International Conference on Data Mining, 2020

Tendi: Tensor Disaggregation from Multiple Coarse Views.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2020

Mining Large Quasi-cliques with Quality Guarantees from Vertex Neighborhoods.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Weak Target Detection in MIMO Radar via Beamspace Canonical Correlation.
Proceedings of the 11th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2020

Soft Graph Matching: Submodular Relaxation and Lovász Extension.
Proceedings of the 20th IEEE International Conference on Data Mining, 2020

Multi-subject Resting-State fMRI Data Analysis via Generalized Canonical Correlation Analysis.
Proceedings of the 28th European Signal Processing Conference, 2020

Multi-subject Task-related fMRI Data Analysis via Generalized Canonical Correlation Analysis <sup>*</sup>.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

Supervised Learning via Ensemble Tensor Completion.
Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

Downlink Channel Feedback for FDD Massive MIMO Systems via Tensor Compression and Sampling.
Proceedings of the 54th Asilomar Conference on Signals, Systems, and Computers, 2020

Nonlinear System Identification via Tensor Completion.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Structured SUMCOR Multiview Canonical Correlation Analysis for Large-Scale Data.
IEEE Trans. Signal Process., 2019

Efficient and Distributed Generalized Canonical Correlation Analysis for Big Multiview Data.
IEEE Trans. Knowl. Data Eng., 2019

Optimal Water-Power Flow-Problem: Formulation and Distributed Optimal Solution.
IEEE Trans. Control. Netw. Syst., 2019

Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications.
IEEE Signal Process. Mag., 2019

Amplitude Retrieval for Channel Estimation of MIMO Systems With One-Bit ADCs.
IEEE Signal Process. Lett., 2019

Anchor-Free Correlated Topic Modeling.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Algebraic Channel Estimation Algorithms for FDD Massive MIMO Systems.
IEEE J. Sel. Top. Signal Process., 2019

Machine Learning in the Air.
IEEE J. Sel. Areas Commun., 2019

Guest Editorial Special Issue on Machine Learning in Wireless Communication - Part 2.
IEEE J. Sel. Areas Commun., 2019

Guest Editorial Special Issue on Machine Learning in Wireless Communication - Part I.
IEEE J. Sel. Areas Commun., 2019

REP: Predicting the Time-Course of Drug Sensitivity.
CoRR, 2019

Energy Storage Management via Deep Q-Networks.
CoRR, 2019

Physics-Aware Neural Networks for Distribution System State Estimation.
CoRR, 2019

Cell-edge Interferometry: Reliable Detection of Unknown Cell-edge Users via Canonical Correlation Analysis.
Proceedings of the 20th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2019

A Simple Algebraic Channel Estimation Method for FDD Massive MIMO Systems.
Proceedings of the 20th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2019

Iterative Graph Alignment via Supermodular Approximation.
Proceedings of the 2019 IEEE International Conference on Data Mining, 2019

Canonical Polyadic Decomposition of a Tensor That Has Missing Fibers: A Monomial Factorization Approach.
Proceedings of the IEEE International Conference on Acoustics, 2019

Fast Optimization of Boolean Quadratic Functions via Iterative Submodular Approximation and Max-flow.
Proceedings of the IEEE International Conference on Acoustics, 2019

Regular Sampling of Tensor Signals: Theory and Application to FMRI.
Proceedings of the IEEE International Conference on Acoustics, 2019

From Gene Expression to Drug Response: A Collaborative Filtering Approach.
Proceedings of the IEEE International Conference on Acoustics, 2019

Joint Low-Rank Factorizations with Shared and Unshared Components: Identifiability and Algorithms.
Proceedings of the 27th European Signal Processing Conference, 2019

Large-scale Canonical Polyadic Decomposition via Regular Tensor Sampling.
Proceedings of the 27th European Signal Processing Conference, 2019

NLS Algorithm for Kronecker-Structured Linear Systems with a CPD Constrained Solution.
Proceedings of the 27th European Signal Processing Conference, 2019

Statistical Learning Using Hierarchical Modeling of Probability Tensors.
Proceedings of the IEEE Data Science Workshop, 2019

Learning Mixtures of Smooth Product Distributions: Identifiability and Algorithm.
Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

Unsupervised Learning of Nonlinear Mixtures: Identifiability and Algorithm.
Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018
Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramér-Rao Bound.
IEEE Trans. Signal Process., 2018

Learning to Optimize: Training Deep Neural Networks for Interference Management.
IEEE Trans. Signal Process., 2018

Learning to Beamform for Minimum Outage.
IEEE Trans. Signal Process., 2018

MISO Channel Estimation and Tracking from Received Signal Strength Feedback.
IEEE Trans. Signal Process., 2018

Tensor-Based Channel Estimation for Dual-Polarized Massive MIMO Systems.
IEEE Trans. Signal Process., 2018

Nesterov-Based Alternating Optimization for Nonnegative Tensor Factorization: Algorithm and Parallel Implementation.
IEEE Trans. Signal Process., 2018

A Simple and Effective Approach for Transmit Antenna Selection in Multiuser Massive MIMO Leveraging Submodularity.
IEEE Trans. Signal Process., 2018

Tensors, Learning, and "Kolmogorov Extension" for Finite-Alphabet Random Vectors.
IEEE Trans. Signal Process., 2018

Hyperspectral Super-Resolution: A Coupled Tensor Factorization Approach.
IEEE Trans. Signal Process., 2018

Limited Feedback Channel Estimation in Massive MIMO With Non-Uniform Directional Dictionaries.
IEEE Trans. Signal Process., 2018

Beyond Relaxation and Newton-Raphson: Solving AC OPF for Multi-Phase Systems With Renewables.
IEEE Trans. Smart Grid, 2018

On Identifiability of Nonnegative Matrix Factorization.
IEEE Signal Process. Lett., 2018

HomeRun: Scalable Sparse-Spectrum Reconstruction of Aggregated Historical Data.
Proc. VLDB Endow., 2018

Learning Hidden Markov Models from Pairwise Co-occurrences with Applications to Topic Modeling.
CoRR, 2018

Learning-Based Antenna Selection for Multicasting.
Proceedings of the 19th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2018

Mirror-Prox SCA Algorithm for Multicast Beamforming and Antenna Selection.
Proceedings of the 19th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2018

ParaSketch: Parallel Tensor Factorization via Sketching.
Proceedings of the 2018 SIAM International Conference on Data Mining, 2018

Streaming Tensor Factorization for Infinite Data Sources.
Proceedings of the 2018 SIAM International Conference on Data Mining, 2018

Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling.
Proceedings of the 35th International Conference on Machine Learning, 2018

Hyperspectral Super-Resolution: Combining Low Rank Tensor and Matrix Structure.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Ares: Automatic Disaggregation of Historical Data.
Proceedings of the 34th IEEE International Conference on Data Engineering, 2018

Fast Projection-Based Solvers for the Non-Convex Quadratically Constrained Feasibility Problem.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Hyperspectral Super-Resolution Via Coupled Tensor Factorization: Identifiability and Algorithms.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Large-Scale Regularized Sumcor GCCA via Penalty-Dual Decomposition.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Scalable Energy Disaggregation Via Successive Submodular Approximation.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Tensor-Based Parameter Estimation of Double Directional Massive Mimo Channel with Dual-Polarized Antennas.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

TensorMap: LIDAR-Based Topological Mapping and Localization via Tensor Decompositions.
Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

Imputation of Coupled Tensors and Graphs.
Proceedings of the 2018 IEEE Global Conference on Signal and Information Processing, 2018

Optimal Distributed Energy Storage Management Using Relaxed Dantzig-Wolfe Decomposition.
Proceedings of the 57th IEEE Conference on Decision and Control, 2018

On Convergence of Epanechnikov Mean Shift.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
Learning From Hidden Traits: Joint Factor Analysis and Latent Clustering.
IEEE Trans. Signal Process., 2017

Fast Unit-Modulus Least Squares With Applications in Beamforming.
IEEE Trans. Signal Process., 2017

Tensor Decomposition for Signal Processing and Machine Learning.
IEEE Trans. Signal Process., 2017

Inexact Alternating Optimization for Phase Retrieval in the Presence of Outliers.
IEEE Trans. Signal Process., 2017

Fast Approximation Algorithms for a Class of Non-convex QCQP Problems Using First-Order Methods.
IEEE Trans. Signal Process., 2017

Scalable and Flexible Multiview MAX-VAR Canonical Correlation Analysis.
IEEE Trans. Signal Process., 2017

Tensors for Data Mining and Data Fusion: Models, Applications, and Scalable Algorithms.
ACM Trans. Intell. Syst. Technol., 2017

Context-Aware Recommendation-Based Learning Analytics Using Tensor and Coupled Matrix Factorization.
IEEE J. Sel. Top. Signal Process., 2017

Non-uniform directional dictionary-based limited feedback for massive MIMO systems.
Proceedings of the 15th International Symposium on Modeling and Optimization in Mobile, 2017

Learning to optimize: Training deep neural networks for wireless resource management.
Proceedings of the 18th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2017

H-Fuse: Efficient Fusion of Aggregated Historical Data.
Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

BrainZoom: High Resolution Reconstruction from Multi-modal Brain Signals.
Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

Completing a joint PMF from projections: A low-rank coupled tensor factorization approach.
Proceedings of the 2017 Information Theory and Applications Workshop, 2017

Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering.
Proceedings of the 34th International Conference on Machine Learning, 2017

GB-R: A Fast and Effective Gray-Box Reconstruction of Cascade Time-Series.
Proceedings of the 2017 IEEE International Conference on Data Mining Workshops, 2017

Non-convex consensus ADMM for satellite precoder design.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Nesterov-based parallel algorithm for large-scale nonnegative tensor factorization.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Fast feasibility pursuit for non-convex QCQPS via first-order methods.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Scalable and flexible Max-Var generalized canonical correlation analysis via alternating optimization.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Decentralized power system state estimation via non-convex multi-agent optimization.
Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

Distributed optimal power flow using feasible point pursuit.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

Locally Low-Rank tensor regularization for high-resolution quantitative dynamic MRI.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

Transmit beamforming for minimum outage via stochastic approximation.
Proceedings of the 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2017

Directed network topology inference via sparse joint diagonalization.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Greed is good: Leveraging submodularity for antenna selection in Massive MIMO.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

Kullback-Leibler principal component for tensors is not NP-hard.
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016
Phase Retrieval Using Feasible Point Pursuit: Algorithms and Cramér-Rao Bound.
IEEE Trans. Signal Process., 2016

Enhanced PUMA for Direction-of-Arrival Estimation and Its Performance Analysis.
IEEE Trans. Signal Process., 2016

Parametric Frugal Sensing for Autoregressive and Autoregressive Moving Average Power Spectra.
IEEE Trans. Signal Process., 2016

A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization.
IEEE Trans. Signal Process., 2016

Consensus-ADMM for General Quadratically Constrained Quadratic Programming.
IEEE Trans. Signal Process., 2016

Phase Retrieval from 1D Fourier Measurements: Convexity, Uniqueness, and Algorithms.
IEEE Trans. Signal Process., 2016

Power Spectra Separation via Structured Matrix Factorization.
IEEE Trans. Signal Process., 2016

Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering.
IEEE Trans. Signal Process., 2016

Turbo-SMT: Parallel coupled sparse matrix-Tensor factorizations and applications.
Stat. Anal. Data Min., 2016

A fast approximation algorithm for single-group multicast beamforming with large antenna arrays.
Proceedings of the 17th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2016

Anchor-Free Correlated Topic Modeling: Identifiability and Algorithm.
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Efficient and Distributed Algorithms for Large-Scale Generalized Canonical Correlations Analysis.
Proceedings of the IEEE 16th International Conference on Data Mining, 2016

Least squares phase retrieval using feasible point pursuit.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Parametric Frugal sensing of autoregressive power spectra.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

On convexity and identifiability in 1-D Fourier phase retrieval.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Robust volume minimization-based matrix factorization via alternating optimization.
Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Power system state estimation via feasible point pursuit.
Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

Egonet tensor decomposition for community identification.
Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

Fast unit-modulus least squares with applications in transmit beamforming.
Proceedings of the 24th European Signal Processing Conference, 2016

Inexact alternating optimization for phase retrieval with outliers.
Proceedings of the 24th European Signal Processing Conference, 2016

Coupled graph tensor factorization.
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

Tensor completion via group-sparse regularization.
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

2015
Cognitive Transmit Beamforming From Binary CSIT.
IEEE Trans. Wirel. Commun., 2015

Unitary PUMA Algorithm for Estimating the Frequency of a Complex Sinusoid.
IEEE Trans. Signal Process., 2015

Maximum Likelihood Passive and Active Sensing of Wideband Power Spectra From Few Bits.
IEEE Trans. Signal Process., 2015

Parallel Algorithms for Constrained Tensor Factorization via Alternating Direction Method of Multipliers.
IEEE Trans. Signal Process., 2015

Parametric Frugal Sensing of Power Spectra for Moving Average Models.
IEEE Trans. Signal Process., 2015

High Performance Adaptive Algorithms for Single-Group Multicast Beamforming.
IEEE Trans. Signal Process., 2015

A Factor Analysis Framework for Power Spectra Separation and Multiple Emitter Localization.
IEEE Trans. Signal Process., 2015

Blind Separation of Quasi-Stationary Sources: Exploiting Convex Geometry in Covariance Domain.
IEEE Trans. Signal Process., 2015

Joint Tensor Factorization and Outlying Slab Suppression With Applications.
IEEE Trans. Signal Process., 2015

ParCube: Sparse Parallelizable CANDECOMP-PARAFAC Tensor Decomposition.
ACM Trans. Knowl. Discov. Data, 2015

Signal Processing and Optimization Tools for Conference Review and Session Assignment.
IEEE Signal Process. Mag., 2015

Feasible Point Pursuit and Successive Approximation of Non-Convex QCQPs.
IEEE Signal Process. Lett., 2015

Hidden Convexity in QCQP with Toeplitz-Hermitian Quadratics.
IEEE Signal Process. Lett., 2015

Interference alignment via Feasible Point Pursuit.
Proceedings of the 16th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2015

Principled Neuro-Functional Connectivity Discovery.
Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015

SPLATT: Efficient and Parallel Sparse Tensor-Matrix Multiplication.
Proceedings of the 2015 IEEE International Parallel and Distributed Processing Symposium, 2015

Parallel algorithms for large scale constrained tensor decomposition.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Parametric frugal sensing of Moving Average power spectra.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Adaptive multicast beamforming: Guaranteed convergence and state-of-art performance at low complexity.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Efficient algorithms for 'universally' constrained matrix and tensor factorization.
Proceedings of the 23rd European Signal Processing Conference, 2015

Translation Invariant Word Embeddings.
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 2015

Joint factor analysis and latent clustering.
Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

Distributed compression and maximum likelihood reconstruction of finite autocorrelation sequences.
Proceedings of the 49th Asilomar Conference on Signals, Systems and Computers, 2015

Max-min feasible point pursuit for non-convex QCQP.
Proceedings of the 49th Asilomar Conference on Signals, Systems and Computers, 2015

2014
Channel Tracking and Transmit Beamforming With Frugal Feedback.
IEEE Trans. Signal Process., 2014

Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition.
IEEE Trans. Signal Process., 2014

Parallel Randomly Compressed Cubes : A scalable distributed architecture for big tensor decomposition.
IEEE Signal Process. Mag., 2014

Putting Nonnegative Matrix Factorization to the Test: A tutorial derivation of pertinent Cramer?Rao bounds and performance benchmarking.
IEEE Signal Process. Mag., 2014

Convergence of the Huber Regression M-Estimate in the Presence of Dense Outliers.
IEEE Signal Process. Lett., 2014

Good-Enough Brain Model: Challenges, Algorithms, and Discoveries in Multisubject Experiments.
Big Data, 2014

Turbo-SMT: Accelerating Coupled Sparse Matrix-Tensor Factorizations by 200x.
Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

Good-enough brain model: challenges, algorithms and discoveries in multi-subject experiments.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Just compress and relax: Handling missing values in big tensor analysis.
Proceedings of the 6th International Symposium on Communications, 2014

Tensor-based power spectra separation and emitter localization for cognitive radio.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

A parallel algorithm for big tensor decomposition using randomly compressed cubes (PARACOMP).
Proceedings of the IEEE International Conference on Acoustics, 2014

Sparse dictionary learning from 1-BIT data.
Proceedings of the IEEE International Conference on Acoustics, 2014

Cognitive transmit beamforming from binary link quality feedback for point to point MISO channels.
Proceedings of the IEEE International Conference on Acoustics, 2014

Blind spectra separation and direction finding for cognitive radio using temporal correlation-domain ESPRIT.
Proceedings of the IEEE International Conference on Acoustics, 2014

Memory-efficient parallel computation of tensor and matrix products for big tensor decomposition.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

Frugal channel tracking for transmit beamforming.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013
Joint Back-Pressure Power Control and Interference Cancellation in Wireless Multi-Hop Networks.
IEEE Trans. Wirel. Commun., 2013

Sparse Conjoint Analysis Through Maximum Likelihood Estimation.
IEEE Trans. Signal Process., 2013

From K -Means to Higher-Way Co-Clustering: Multilinear Decomposition With Sparse Latent Factors.
IEEE Trans. Signal Process., 2013

Joint Multicast Beamforming and Antenna Selection.
IEEE Trans. Signal Process., 2013

Frugal Sensing: Wideband Power Spectrum Sensing From Few Bits.
IEEE Trans. Signal Process., 2013

Sparse Parametric Models for Robust Nonstationary Signal Analysis: Leveraging the Power of Sparse Regression.
IEEE Signal Process. Mag., 2013

Special issue on Advances in Sensor Array Processing in memory of Alex B. Gershman.
Signal Process., 2013

Large Scale Tensor Decompositions: Algorithmic Developments and Applications.
IEEE Data Eng. Bull., 2013

Scoup-SMT: Scalable Coupled Sparse Matrix-Tensor Factorization
CoRR, 2013

Line spectrum estimation from broadband power detection bits.
Proceedings of the 14th IEEE Workshop on Signal Processing Advances in Wireless Communications, 2013

Connections between sparse estimation and robust statistical learning.
Proceedings of the IEEE International Conference on Acoustics, 2013

Adaptive thresholding for distributed power spectrum sensing.
Proceedings of the IEEE International Conference on Acoustics, 2013

NMF revisited: New uniqueness results and algorithms.
Proceedings of the IEEE International Conference on Acoustics, 2013

Model-based power spectrum sensing from a few bits.
Proceedings of the 21st European Signal Processing Conference, 2013

2012
Convex Approximation Algorithms for Back-Pressure Power Control.
IEEE Trans. Signal Process., 2012

Multi-Way Compressed Sensing for Sparse Low-Rank Tensors.
IEEE Signal Process. Lett., 2012

Maximum likelihood based sparse and distributed conjoint analysis.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

Multicast beamforming with antenna selection.
Proceedings of the 13th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2012

ParCube: Sparse Parallelizable Tensor Decompositions.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012

Distributed back-pressure power control for wireless multi-hop networks.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
Joint Power and Admission Control for Ad-Hoc and Cognitive Underlay Networks: Convex Approximation and Distributed Implementation.
IEEE Trans. Wirel. Commun., 2011

Co-clustering as multilinear decomposition with sparse latent factors.
Proceedings of the IEEE International Conference on Acoustics, 2011

Convex approximation algorithms for back-pressure power control of wireless multi-hop networks.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Tensor algebra and multidimensional harmonic retrieval in signal processing for MIMO radar.
IEEE Trans. Signal Process., 2010

Estimating multiple frequency-hopping signal parameters via sparse linear regression.
IEEE Trans. Signal Process., 2010

Multiple-antenna multicasting using channel orthogonalization and local refinement.
IEEE Trans. Signal Process., 2010

Batch and Adaptive PARAFAC-Based Blind Separation of Convolutive Speech Mixtures.
IEEE Trans. Speech Audio Process., 2010

Convex Optimization-Based Beamforming.
IEEE Signal Process. Mag., 2010

Reviewer Profiling Using Sparse Matrix Regression.
Proceedings of the ICDMW 2010, 2010

Sparsity-cognizant overlapping co-clustering for behavior inference in social networks.
Proceedings of the IEEE International Conference on Acoustics, 2010

Distributed joint power and admission control for ad-hoc and cognitive underlay networks.
Proceedings of the IEEE International Conference on Acoustics, 2010

Multiple frequency-hopping signal estimation via sparse regression.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
On multicast beamforming for minimum outage.
IEEE Trans. Wirel. Commun., 2009

Stochastic modeling and particle filtering algorithms for tracking a frequency-hopped signal.
IEEE Trans. Signal Process., 2009

Finite Word Length Effects on Transmission Rate in Zero Forcing Linear Precoding for Multichannel DSL.
IEEE Trans. Signal Process., 2009

Spectrum sharing in wireless networks via QoS-aware secondary multicast beamforming.
IEEE Trans. Signal Process., 2009

Adaptive algorithms to track the PARAFAC decomposition of a third-order tensor.
IEEE Trans. Signal Process., 2009

Efficient batch and adaptive approximation algorithms for joint multicast beamforming and admission control.
IEEE Trans. Signal Process., 2009

A PARAFAC-based technique for detection and localization of multiple targets in a MIMO radar system.
Proceedings of the IEEE International Conference on Acoustics, 2009

Transmit beamforming for wireless multicasting using channel orthogonalization and local refinement.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Optimal Distributed Stochastic Routing Algorithms for Wireless Multihop Networks.
IEEE Trans. Wirel. Commun., 2008

Convex approximation techniques for joint multiuser downlink beamforming and admission control.
IEEE Trans. Wirel. Commun., 2008

Optimal Particle Filters for Tracking a Time-Varying Harmonic or Chirp Signal.
IEEE Trans. Signal Process., 2008

Quality of Service and Max-Min Fair Transmit Beamforming to Multiple Cochannel Multicast Groups.
IEEE Trans. Signal Process., 2008

On the effectiveness of PARAFAC-based estimation for blind speech separation.
Proceedings of the IEEE International Conference on Acoustics, 2008

On multicast beamforming and admission control for UMTS-LTE.
Proceedings of the IEEE International Conference on Acoustics, 2008

Fixed point error analysis of linear multichannel precoding for VDSL.
Proceedings of the IEEE International Conference on Acoustics, 2008

2007
A Fast and Effective Multidimensional Scaling Approach for Node Localization in Wireless Sensor Networks.
IEEE Trans. Signal Process., 2007

Far-Field Multicast Beamforming for Uniform Linear Antenna Arrays.
IEEE Trans. Signal Process., 2007

Achieving Wireline Random Access Throughput in Wireless Networking Via User Cooperation.
IEEE Trans. Inf. Theory, 2007

Approximation Bounds for Quadratic Optimization with Homogeneous Quadratic Constraints.
SIAM J. Optim., 2007

Modelling and Optimization of Stochastic Routing for Wireless Multi-Hop Networks.
Proceedings of the INFOCOM 2007. 26th IEEE International Conference on Computer Communications, 2007

Distributed Routing Algorithms for Wireless Multihop Networks.
Proceedings of the IEEE International Conference on Acoustics, 2007

Joint Multiuser Downlink Beamforming and Admission Control: A Semidefinite Relaxation Approach.
Proceedings of the IEEE International Conference on Acoustics, 2007

2006
Transmit beamforming for physical-layer multicasting.
IEEE Trans. Signal Process., 2006

A Semidefinite Relaxation Approach to MIMO Detection for High-Order QAM Constellations.
IEEE Signal Process. Lett., 2006

Crosstalk Models for Short VDSL2 Lines from Measured 30 MHz Data.
EURASIP J. Adv. Signal Process., 2006

Tracking a Frequency Hopped Signal Using Particle Filtering.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Blind Speech Separation Using Parafac Analysis and Integer Least Squares.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Convex Transmit Beamforming for Downlink Multicasting to Multiple Co-Channel Groups.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2005
Joint hop timing and frequency estimation for collision resolution in FH networks.
IEEE Trans. Wirel. Commun., 2005

Robust iterative fitting of multilinear models.
IEEE Trans. Signal Process., 2005

Quasi-ML period estimation from incomplete timing data.
IEEE Trans. Signal Process., 2005

Blind spatial signature estimation via time-varying user power loading and parallel factor analysis.
IEEE Trans. Signal Process., 2005

On downlink beamforming with greedy user selection: performance analysis and a simple new algorithm.
IEEE Trans. Signal Process., 2005

Experimental evaluation of capacity statistics for short VDSL loops.
IEEE Trans. Commun., 2005

A hybrid probabilistic data association-sphere decoding detector for multiple-input-multiple-output systems.
IEEE Signal Process. Lett., 2005

Increasing the throughput of spread-Aloha protocols via long PN spreading codes.
Proceedings of IEEE International Conference on Communications, 2005

Cooperative random access with long PN spreading codes.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

On the performance of certain fixed-complexity multiuser detectors in FEXT-limited vectored DSL systems.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004
Time-varying fair queueing scheduling for multicode CDMA based on dynamic programming.
IEEE Trans. Wirel. Commun., 2004

Kruskal's permutation lemma and the identification of CANDECOMP/PARAFAC and bilinear models with constant modulus constraints.
IEEE Trans. Signal Process., 2004

Medium access control - physical cross-layer design.
IEEE Signal Process. Mag., 2004

Blind Identification of Out-of-Cell Users in DS-CDMA.
EURASIP J. Adv. Signal Process., 2004

Robust iterative fitting of multilinear models based on linear programming.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

On 3D harmonic retrieval for wireless channel sounding.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

Low-complexity downlink beamforming for maximum sum capacity.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

CIMWOS: A Multimedia Archiving and Indexing System.
Proceedings of the IASTED International Conference on Databases and Applications, 2004

2003
Kalman filtering for power estimation in mobile communications.
IEEE Trans. Wirel. Commun., 2003

Wireless networks with retransmission diversity access mechanisms: stable throughput and delay properties.
IEEE Trans. Signal Process., 2003

Quasi-ML hop period estimation from incomplete data.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Code-blind reception of frequency hopped signals over multipath fading channels.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

Frequency-hopped network diversity multiple access for semi-ad-hoc wireless networks.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
Khatri-Rao space-time codes.
IEEE Trans. Signal Process., 2002

Blind high-resolution localization and tracking of multiple frequency hopped signals.
IEEE Trans. Signal Process., 2002

Almost sure identifiability of constant modulus multidimensional harmonic retrieval.
IEEE Trans. Signal Process., 2002

Collision resolution in packet radio networks using rotational invariance techniques.
IEEE Trans. Commun., 2002

On constant modulus multidimensional harmonic retrieval.
Proceedings of the IEEE International Conference on Acoustics, 2002

Blind identification of out-of-cell users in DS-CDMA: An algebraic approach.
Proceedings of the IEEE International Conference on Acoustics, 2002

Stability analysis of collision resolution protocols with retransmission diversity.
Proceedings of the IEEE International Conference on Acoustics, 2002

2001
Identifiability results for blind beamforming in incoherent multipath with small delay spread.
IEEE Trans. Signal Process., 2001

Cramer-Rao lower bounds for low-rank decomposition of multidimensional arrays.
IEEE Trans. Signal Process., 2001

Almost-sure identifiability of multidimensional harmonic retrieval.
IEEE Trans. Signal Process., 2001

Generalizing Carathéodory's uniqueness of harmonic parameterization to N dimensions.
IEEE Trans. Inf. Theory, 2001

Multidimensional orthogonal FM transforms.
IEEE Trans. Image Process., 2001

Blind multiuser detection in W-CDMA systems with large delay spread.
IEEE Signal Process. Lett., 2001

2000
Blind PARAFAC receivers for DS-CDMA systems.
IEEE Trans. Signal Process., 2000

Parallel factor analysis in sensor array processing.
IEEE Trans. Signal Process., 2000

Blind digital signal separation using successive interference cancellation iterative least squares.
IEEE Trans. Signal Process., 2000

On the Representation of Wideband Images Using Permutations for Lossless Coding.
Proceedings of the 4th IEEE Southwest Symposium on Image Analysis and Interpretation, 2000

Copyright Protection of Still Images Using Self-Similar Chaotic Watermarks.
Proceedings of the 2000 International Conference on Image Processing, 2000

Online Data Mining for Co-Evolving Time Sequences.
Proceedings of the 16th International Conference on Data Engineering, San Diego, California, USA, February 28, 2000

Performance analysis of a random access packet radio system with joint network-spatial diversity.
Proceedings of the IEEE International Conference on Acoustics, 2000

On communication diversity for blind identifiability and the uniqueness of low-rank decomposition of N-way arrays.
Proceedings of the IEEE International Conference on Acoustics, 2000

Parafac methods for blind beamforming: multilinear ALS performance and CRB.
Proceedings of the IEEE International Conference on Acoustics, 2000

Identifiability conditions for deterministic blind beamforming in the presence of incoherent multipath with small delay spread.
Proceedings of the 10th European Signal Processing Conference, 2000

1999
COPERM: transform-domain energy compaction by optimal permutation.
IEEE Trans. Signal Process., 1999

Mathematical programming algorithms for regression-based nonlinear filtering in R<sup>N</sup>.
IEEE Trans. Signal Process., 1999

On the tractability of estimating the germ process of certain germ-grain random set models and related problems.
Pattern Recognit., 1999

Blind separation of linear mixtures of digital signals using successive interference cancellation iterative least squares.
Proceedings of the 1999 IEEE International Conference on Acoustics, 1999

1998
Fast and Effective Retrieval of Medical Tumor Shapes.
IEEE Trans. Knowl. Data Eng., 1998

Optimal Adaptive Scalar Quantization and Image Compression.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

1997
Weak continuity with structural constraints.
IEEE Trans. Signal Process., 1997

Fast digital locally monotonic regression.
IEEE Trans. Signal Process., 1997

Recovering Information from Summary Data.
Proceedings of the VLDB'97, 1997

1996
The Viterbi optimal runlength-constrained approximation nonlinear filter.
IEEE Trans. Signal Process., 1996

MAP signal estimation in noisy sequences of morphologically smooth images.
IEEE Trans. Image Process., 1996

Further results on MAP optimality and strong consistency of certain classes of morphological filters.
IEEE Trans. Image Process., 1996

Fast Nearest Neighbor Search in Medical Image Databases.
Proceedings of the VLDB'96, 1996

1995
On morphological openings and closings of signals in shaped noise.
Proceedings of the Proceedings 1995 International Conference on Image Processing, 1995

1994
Optimal filtering of digital binary images corrupted by union/intersection noise.
IEEE Trans. Image Process., 1994

Algebraic analysis of the generating functional for discrete random sets and statistical inference for intensity in the discrete Boolean random-set model.
J. Math. Imaging Vis., 1994


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