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1

Tensor Decomposition for Signal Processing and Machine Learning

Sidiropoulos, Nicholas, De Lathauwer, Lieven, Fu, Xiao, Huang, Kejun, Papalexakis, Evangelos, Faloutsos, Christos

Journal:

IEEE Transactions on Signal Processing

Year:

2017

Language:

english

File:

PDF, 860 KB

english, 2017

2

Guest Editorial Special Issue on Machine Learning in Wireless Communication—Part I

Gesbert, David, Gunduz, Deniz, de Kerret, Paul, Murthy, Chandra R., van der Schaar, Mihaela, Sidiropoulos, Nicholas D.

Journal:

IEEE Journal on Selected Areas in Communications

Year:

2019

File:

PDF, 459 KB

2019

3

Guest Editorial Special Issue on Machine Learning in Wireless Communication—Part 2

Gesbert, David, Gunduz, Deniz, de Kerret, Paul, Murthy, Chandra R., van der Schaar, Mihaela, Sidiropoulos, Nicholas D.

Journal:

IEEE Journal on Selected Areas in Communications

Year:

2019

File:

PDF, 484 KB

2019

4

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

Liavas, Athanasios, Sidiropoulos, Nicholas

Journal:

IEEE Transactions on Signal Processing

Year:

2015

Language:

english

File:

PDF, 634 KB

english, 2015

5

Structured SUMCOR Multiview Canonical Correlation Analysis for Large-Scale Data

Kanatsoulis, Charilaos I., Fu, Xiao, Sidiropoulos, Nicholas D., Hong, Mingyi

Journal:

IEEE Transactions on Signal Processing

Year:

2019

Language:

english

File:

PDF, 1.69 MB

english, 2019

6

Sparse Parametric Models for Robust Nonstationary Signal Analysis: Leveraging the Power of Sparse Regression

Angelosante, Daniele, Giannakis, Georgios B., Sidiropoulos, Nicholas D.

Journal:

IEEE Signal Processing Magazine

Year:

2013

Language:

english

File:

PDF, 3.31 MB

english, 2013

7

Putting nonnegative matrix factorization to the test: a tutorial derivation of pertinent cramer—rao bounds and performance benchmarking

Huang, Kejun, Sidiropoulos, Nicholas D.

Journal:

IEEE Signal Processing Magazine

Year:

2014

Language:

english

File:

PDF, 1.20 MB

english, 2014

8

[Academic Press Library in Signal Processing] Academic Press Library in Signal Processing: Volume 2 - Communications and Radar Signal Processing Volume 2 || Introduction to Signal Processing for Communications

Sidiropoulos, Nicholas D.

Year:

2014

Language:

english

File:

PDF, 57 KB

english, 2014

9

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

Huang, Kejun, Sidiropoulos, Nicholas D., Swami, Ananthram

Journal:

IEEE Transactions on Signal Processing

Year:

2014

Language:

english

File:

PDF, 2.66 MB

english, 2014

10

Good-Enough Brain Model: Challenges, Algorithms, and Discoveries in Multisubject Experiments

Papalexakis, Evangelos E., Fyshe, Alona, Sidiropoulos, Nicholas D., Talukdar, Partha Pratim, Mitchell, Tom M., Faloutsos, Christos

Journal:

Year:

2014

Language:

english

File:

PDF, 1.65 MB

english, 2014

11

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

Huang, Kejun, Sidiropoulos, Nicholas, Liavas, Athanasios

Journal:

IEEE Transactions on Signal Processing

Year:

2016

Language:

english

File:

PDF, 1.58 MB

english, 2016

12

Turbo-SMT: Parallel coupled sparse matrix-Tensor factorizations and applications

Papalexakis, Evangelos E., Mitchell, Tom M., Sidiropoulos, Nicholas D., Faloutsos, Christos, Talukdar, Partha Pratim, Murphy, Brian

Journal:

Statistical Analysis and Data Mining

Year:

2016

Language:

english

File:

PDF, 3.04 MB

english, 2016

13

Scalable and Flexible Multiview MAX-VAR Canonical Correlation Analysis

Fu, Xiao, Huang, Kejun, Hong, Mingyi, Sidiropoulos, Nicholas D., So, Anthony Man-Cho

Journal:

IEEE Transactions on Signal Processing

Year:

2017

Language:

english

File:

PDF, 1.55 MB

english, 2017

14

Power System State Estimation via Feasible Point Pursuit: Algorithms and Cramér-Rao Bound

Wang, Gang, Zamzam, Ahmed S., Giannakis, Georgios B., Sidiropoulos, Nicholas D.

Journal:

IEEE Transactions on Signal Processing

Year:

2018

Language:

english

File:

PDF, 569 KB

english, 2018

15

[IEEE 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Kalamata, Greece (2018.6.25-2018.6.28)] 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Learning-Based Antenna Selection for Multicasting

Ibrahim, Mohamed S., Zamzam, Ahmed S., Fu, Xiao, Sidiropoulos, Nicholas D.

Year:

2018

Language:

english

File:

PDF, 202 KB

english, 2018

16

[IEEE 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Kalamata, Greece (2018.6.25-2018.6.28)] 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Mirror-Prox SCA Algorithm for Multicast Beamforming and Antenna Selection

Ibrahim, Mohamed S., Konar, Aritra, Hong, Mingyi, Sidiropoulos, Nicholas D.

Year:

2018

Language:

english

File:

PDF, 164 KB

english, 2018

17

[IEEE 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Cannes, France (2019.7.2-2019.7.5)] 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Cell-edge Interferometry: Reliable Detection of Unknown Cell-edge Users via Canonical Correlation Analysis

Ibrahim, Mohamed Salah, Sidiropoulos, Nicholas D.

Year:

2019

Language:

english

File:

PDF, 140 KB

english, 2019

18

Machine Learning in the Air

Gunduz, Deniz, de Kerret, Paul, Sidiropoulos, Nicholas D., Gesbert, David, Murthy, Chandra R., van der Schaar, Mihaela

Journal:

IEEE Journal on Selected Areas in Communications

Year:

2019

Language:

english

File:

PDF, 1.52 MB

english, 2019

19

Amplitude Retrieval for Channel Estimation of MIMO Systems with One-Bit ADCs

Qian, Cheng, Fu, Xiao, Sidiropoulos, Nicholas D.

Journal:

IEEE Signal Processing Letters

Year:

2019

Language:

english

File:

PDF, 373 KB

english, 2019

20

Guest Editorial Special Issue on Machine Learning in Wireless Communication—Part I

Gesbert, David, Gunduz, Deniz, de Kerret, Paul, Murthy, Chandra R., van der Schaar, Mihaela, Sidiropoulos, Nicholas D.

Journal:

IEEE Journal on Selected Areas in Communications

Year:

2019

Language:

english

File:

PDF, 459 KB

english, 2019

21

Guest Editorial Special Issue on Machine Learning in Wireless Communication—Part 2

Gesbert, David, Gunduz, Deniz, de Kerret, Paul, Murthy, Chandra R., van der Schaar, Mihaela, Sidiropoulos, Nicholas D.

Journal:

IEEE Journal on Selected Areas in Communications

Year:

2019

Language:

english

File:

PDF, 484 KB

english, 2019

22

Large Scale Tensor Factorization via Parallel Sketches

Yang, Bo, Zamzam, Ahmed S., Sidiropoulos, Nicholas D.

Journal:

IEEE Transactions on Knowledge and Data Engineering

Year:

2020

Language:

english

File:

PDF, 780 KB

english, 2020

23

Physics-Aware Neural Networks for Distribution System State Estimation

Zamzam, Ahmed Samir, Sidiropoulos, Nicholas D.

Journal:

IEEE Transactions on Power Systems

Year:

2020

File:

PDF, 1.36 MB

2020

24

On the uniqueness of multilinear decomposition of N-way arrays

Nicholas D. Sidiropoulos, Rasmus Bro

Journal:

Journal of Chemometrics

Year:

2000

Language:

english

File:

PDF, 80 KB

english, 2000

25

Gene expression in systemic lupus erythematosus: Bone marrow analysis differentiates active from inactive disease and reveals apoptosis and granulopoiesis signatures

Magdalene Nakou, Nicholas Knowlton, Mark B. Frank, George Bertsias, Jeanette Osban, Clayton E. Sandel, Helen Papadaki, Amalia Raptopoulou, Prodromos Sidiropoulos, Iraklis Kritikos, Ioannis Tassiulas,

Journal:

Arthritis & Rheumatism

Year:

2008

Language:

english

File:

PDF, 200 KB

english, 2008

26

Modeling multi-way data with linearly dependent loadings

Rasmus Bro, Richard A. Harshman, Nicholas D. Sidiropoulos, Margaret E. Lundy

Journal:

Journal of Chemometrics

Year:

2009

Language:

english

File:

PDF, 712 KB

english, 2009

27

On Kruskal’s uniqueness condition for the Candecomp/Parafac decomposition

Alwin Stegeman, Nicholas D. Sidiropoulos

Journal:

Linear Algebra and its Applications

Year:

2007

Language:

english

File:

PDF, 192 KB

english, 2007

28

[IEEE ICASSP 2009 - 2009 IEEE International Conference on Acoustics, Speech and Signal Processing - Taipei, Taiwan (2009.04.19-2009.04.24)] 2009 IEEE International Conference on Acoustics, Speech and Signal Processing - Transmit beamforming for wireless multicasting using channel orthogonalization and local refinement

Abdelkader, Ahmed, Wajid, Imran, Gershman, Alex B., Sidiropoulos, Nicholas D.

Year:

2009

Language:

english

File:

PDF, 223 KB

english, 2009

29

Coclustering—a useful tool for chemometrics

Rasmus Bro, Evangelos E. Papalexakis, Evrim Acar, Nicholas D. Sidiropoulos

Journal:

Journal of Chemometrics

Year:

2012

Language:

english

File:

PDF, 1.19 MB

english, 2012

30

Approximation Bounds for Quadratic Optimization with Homogeneous Quadratic Constraints

Luo, Zhi‐Quan, Sidiropoulos, Nicholas D., Tseng, Paul, Zhang, Shuzhong

Journal:

SIAM Journal on Optimization

Year:

2007

Language:

english

File:

PDF, 293 KB

english, 2007

31

From $K$-Means to Higher-Way Co-Clustering: Multilinear Decomposition With Sparse Latent Factors

Papalexakis, Evangelos E., Sidiropoulos, Nicholas D., Bro, Rasmus

Journal:

IEEE Transactions on Signal Processing

Year:

2013

Language:

english

File:

PDF, 2.85 MB

english, 2013

32

[IEEE 2010 IEEE International Conference on Acoustics, Speech and Signal Processing - Dallas, TX, USA (2010.03.14-2010.03.19)] 2010 IEEE International Conference on Acoustics, Speech and Signal Processing - Multiple frequency-hopping signal estimation via sparse regression

Angelosante, Daniele, Giannakis, Georgios B., Sidiropoulos, Nicholas D.

Year:

2010

Language:

english

File:

PDF, 138 KB

english, 2010

33

Frugal Sensing: Wideband Power Spectrum Sensing From Few Bits

Mehanna, Omar, Sidiropoulos, Nicholas D.

Journal:

IEEE Transactions on Signal Processing

Year:

2013

Language:

english

File:

PDF, 2.46 MB

english, 2013

34

Special issue on Advances in Sensor Array Processing in memory of Alex B. Gershman

Pesavento, Marius, Abramovich, Yuri I., Gini, Fulvio, Sidiropoulos, Nicholas, Zoubir, Abdelhak M.

Journal:

Signal Processing

Year:

2013

Language:

english

File:

PDF, 125 KB

english, 2013

35

[IEEE ICASSP 2008 - 2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Las Vegas, NV, USA (2008.03.31-2008.04.4)] 2008 IEEE International Conference on Acoustics, Speech and Signal Processing - On the effectiveness of PARAFAC-based estimation for blind speech separation

Mokios, Kleanthis N., Potamianos, Alexandros, Sidiropoulos, Nicholas D.

Year:

2008

Language:

english

File:

PDF, 241 KB

english, 2008

36

Parallel Randomly Compressed Cubes : A scalable distributed architecture for big tensor decomposition

Sidiropoulos, Nicholas D., Papalexakis, Evangelos E., Faloutsos, Christos

Journal:

IEEE Signal Processing Magazine

Year:

2014

Language:

english

File:

PDF, 1.42 MB

english, 2014

37

[IEEE ICASSP 2013 - 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Vancouver, BC, Canada (2013.05.26-2013.05.31)] 2013 IEEE International Conference on Acoustics, Speech and Signal Processing - Adaptive thresholding for distributed power spectrum sensing

Mehanna, Omar, Sidiropoulos, Nicholas D.

Year:

2013

Language:

english

File:

PDF, 216 KB

english, 2013

38

[IEEE 2012 IEEE Statistical Signal Processing Workshop (SSP) - Ann Arbor, MI, USA (2012.08.5-2012.08.8)] 2012 IEEE Statistical Signal Processing Workshop (SSP) - Maximum likelihood based sparse and distributed conjoint analysis

Tsakonas, Efthymios, Jalden, Joakim, Sidiropoulos, Nicholas D., Ottersten, Bjorn

Year:

2012

Language:

english

File:

PDF, 173 KB

english, 2012

39

[IEEE ICASSP 2014 - 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Florence, Italy (2014.5.4-2014.5.9)] 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Cognitive transmit beamforming from binary link quality feedback for point to point MISO channels

Gopalakrishnan, Balasubramanian, Sidiropoulos, Nicholas D.

Year:

2014

Language:

english

File:

PDF, 150 KB

english, 2014

40

[IEEE ICASSP 2009 - 2009 IEEE International Conference on Acoustics, Speech and Signal Processing - Taipei, Taiwan (2009.04.19-2009.04.24)] 2009 IEEE International Conference on Acoustics, Speech and Signal Processing - A PARAFAC-based technique for detection and localization of multiple targets in a MIMO radar system

Nion, Dimitri, Sidiropoulos, Nicholas D.

Year:

2009

Language:

english

File:

PDF, 135 KB

english, 2009

41

Joint Power and Admission Control for Ad-Hoc and Cognitive Underlay Networks: Convex Approximation and Distributed Implementation

Mitliagkas, Ioannis, Sidiropoulos, Nicholas D., Swami, Ananthram

Journal:

IEEE Transactions on Wireless Communications

Year:

2011

Language:

english

File:

PDF, 633 KB

english, 2011

42

Convergence of the Huber Regression M-Estimate in the Presence of Dense Outliers

Tsakonas, Efthymios, Jalden, Joakim, Sidiropoulos, Nicholas D., Ottersten, Bjorn

Journal:

IEEE Signal Processing Letters

Year:

2014

Language:

english

File:

PDF, 1.16 MB

english, 2014

43

[IEEE 2009 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) - Aruba (2009.12.13-2009.12.16)] 2009 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) - Exploiting covariance-domain sparsity for dimensionality reduction

Schizas, Ioannis D., Giannakis, Georgios B., Sidiropoulos, Nicholas D.

Year:

2009

Language:

english

File:

PDF, 270 KB

english, 2009

44

Joint Multicast Beamforming and Antenna Selection

Mehanna, Omar, Sidiropoulos, Nicholas D., Giannakis, Georgios B.

Journal:

IEEE Transactions on Signal Processing

Year:

2013

Language:

english

File:

PDF, 3.08 MB

english, 2013

45

[IEEE 2013 IEEE 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013) - Darmstadt, Germany (2013.06.16-2013.06.19)] 2013 IEEE 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC) - Line spectrum estimation from broadband power detection bits

Mehanna, Omar, Sidiropoulos, Nicholas D., Tsakonas, Efthymios

Year:

2013

Language:

english

File:

PDF, 704 KB

english, 2013

46

[IEEE 2008 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM) - Darmstadt, Germany (2008.07.21-2008.07.23)] 2008 5th IEEE Sensor Array and Multichannel Signal Processing Workshop - Spectrum sharing in wireless networks: A QOS-aware secondary multicast approach with worst user performance optimization

Phany, Khoa T., Vorobyov, Sergiy A., Sidiropoulos, Nicholas D., Tellambura, Chintha

Year:

2008

Language:

english

File:

PDF, 692 KB

english, 2008

47

Joint Back-Pressure Power Control and Interference Cancellation in Wireless Multi-Hop Networks

Gopalakrishnan, Balasubramanian, Sidiropoulos, Nicholas D.

Journal:

IEEE Transactions on Wireless Communications

Year:

2013

Language:

english

File:

PDF, 400 KB

english, 2013

48

[IEEE ICASSP 2013 - 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Vancouver, BC, Canada (2013.05.26-2013.05.31)] 2013 IEEE International Conference on Acoustics, Speech and Signal Processing - Connections between sparse estimation and robust statistical learning

Tsakonas, Efthymios, Jalden, Joakim, Sidiropoulos, Nicholas D., Ottersten, Bjorn

Year:

2013

Language:

english

File:

PDF, 187 KB

english, 2013

49

[IEEE 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM) - A Coruna, Spain (2014.6.22-2014.6.25)] 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM) - Tensor-based power spectra separation and emitter localization for cognitive radio

Fu, Xiao, Sidiropoulos, Nicholas D., Ma, Wing-Kin

Year:

2014

Language:

english

File:

PDF, 337 KB

english, 2014

50

Convex Approximation Algorithms for Back-Pressure Power Control

Matskani, Evaggelia, Sidiropoulos, Nicholas D., Tassiulas, Leandros

Journal:

IEEE Transactions on Signal Processing

Year:

2012

Language:

english

File:

PDF, 3.33 MB

english, 2012