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1

Low-Rank Matrix Completion [Lecture Notes]

Journal:

IEEE Signal Processing Magazine

Year:

2018

Language:

english

File:

PDF, 438 KB

english, 2018

2

Sensitivity to Basis Mismatch in Compressed Sensing

Chi, Yuejie, Scharf, Louis L., Pezeshki, Ali, Calderbank, A. Robert

Journal:

IEEE Transactions on Signal Processing

Year:

2011

Language:

english

File:

PDF, 1.86 MB

english, 2011

3

Robust Spectral Compressed Sensing via Structured Matrix Completion

Chen, Yuxin, Chi, Yuejie

Journal:

IEEE Transactions on Information Theory

Year:

2014

Language:

english

File:

PDF, 1.44 MB

english, 2014

4

[IEEE 2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton) - Monticello, IL, USA (2012.10.1-2012.10.5)] 2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton) - Coherence-based performance guarantees of Orthogonal Matching Pursuit

Chi, Yuejie, Calderbank, Robert

Year:

2012

Language:

english

File:

PDF, 463 KB

english, 2012

5

[IEEE 2010 IEEE International Symposium on Information Theory - ISIT - Austin, TX, USA (2010.06.13-2010.06.18)] 2010 IEEE International Symposium on Information Theory - Regularized blind detection for MIMO communications

Chi, Yuejie, Wu, Yiyue, Calderbank, Robert

Year:

2010

Language:

english

File:

PDF, 131 KB

english, 2010

6

[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 - Analysis of fisher information and the Cramer-Rao bound for nonlinear parameter estimation after compressed sensing

Pakrooh, Pooria, Scharf, Louis L., Pezeshki, Ali, Chi, Yuejie

Year:

2013

Language:

english

File:

PDF, 160 KB

english, 2013

7

Kaczmarz Method for Solving Quadratic Equations

Chi, Yuejie, Lu, Yue M.

Journal:

IEEE Signal Processing Letters

Year:

2016

Language:

english

File:

PDF, 445 KB

english, 2016

8

Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval

Chen, Yuxin, Chi, Yuejie, Fan, Jianqing, Ma, Cong

Journal:

Mathematical Programming

Year:

2019

Language:

english

File:

PDF, 1.14 MB

english, 2019

9

[IEEE ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Brighton, United Kingdom (2019.5.12-2019.5.17)] ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Shift-invariant Subspace Tracking with Missing Data

Cho, Myung, Chi, Yuejie

Year:

2019

Language:

english

File:

PDF, 5.15 MB

english, 2019

10

Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval, Matrix Completion, and Blind Deconvolution

Ma, Cong, Wang, Kaizheng, Chi, Yuejie, Chen, Yuxin

Journal:

Foundations of Computational Mathematics

Year:

2019

Language:

english

File:

PDF, 2.34 MB

english, 2019

11

Analytical convergence regions of accelerated gradient descent in nonconvex optimization under Regularity Condition

Xiong, Huaqing, Chi, Yuejie, Hu, Bin, Zhang, Wei

Journal:

Year:

2020

File:

PDF, 886 KB

2020

12

Harnessing Sparsity Over the Continuum: Atomic norm minimization for superresolution

Chi, Yuejie, Ferreira Da Costa, Maxime

Journal:

IEEE Signal Processing Magazine

Year:

2020

Language:

english

File:

PDF, 2.03 MB

english, 2020

13

[IEEE 2011 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society - Boston, MA (2011.08.30-2011.09.3)] 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society - Diagnostic grade wireless ECG monitoring

Garudadri, Harinath, Chi, Yuejie, Baker, Steve, Majumdar, Somdeb, Baheti, Pawan K., Ballard, Dan

Year:

2011

Language:

english

File:

PDF, 798 KB

english, 2011

14

[IEEE 2010 17th IEEE International Conference on Image Processing (ICIP 2010) - Hong Kong, Hong Kong (2010.09.26-2010.09.29)] 2010 IEEE International Conference on Image Processing - Compressive blind source separation

Wu, Yiyue, Chi, Yuejie, Calderbank, Robert

Year:

2010

Language:

english

File:

PDF, 189 KB

english, 2010

15

Classification and Boosting with Multiple Collaborative Representations

Chi, Yuejie, Porikli, Fatih

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2014

Language:

english

File:

PDF, 1.84 MB

english, 2014

16

[IEEE 2013 IEEE Global Conference on Signal and Information Processing (GlobalSIP) - Austin, TX, USA (2013.12.3-2013.12.5)] 2013 IEEE Global Conference on Signal and Information Processing - Sparse MIMO radar via structured matrix completion

Year:

2013

Language:

english

File:

PDF, 493 KB

english, 2013

17

[IEEE 2014 IEEE Statistical Signal Processing Workshop (SSP) - Gold Coast, Australia (2014.6.29-2014.7.2)] 2014 IEEE Workshop on Statistical Signal Processing (SSP) - Compressive parameter estimation with multiple measurement vectors via structured low-rank covariance estimation

Li, Yuanxin, Chi, Yuejie

Year:

2014

Language:

english

File:

PDF, 350 KB

english, 2014

18

[IEEE 2014 IEEE International Symposium on Information Theory (ISIT) - Honolulu, HI, USA (2014.6.29-2014.7.4)] 2014 IEEE International Symposium on Information Theory - Robust and universal covariance estimation from quadratic measurements via convex programming

Chen, Yuxin, Chi, Yuejie, Goldsmith, Andrea J.

Year:

2014

Language:

english

File:

PDF, 449 KB

english, 2014

19

[IEEE 2013 Asilomar Conference on Signals, Systems and Computers - Pacific Grove, CA, USA (2013.11.3-2013.11.6)] 2013 Asilomar Conference on Signals, Systems and Computers - Compressive recovery of 2-D off-grid frequencies

Chi, Yuejie, Chen, Yuxin

Year:

2013

Language:

english

File:

PDF, 155 KB

english, 2013

20

PETRELS: Parallel Subspace Estimation and Tracking by Recursive Least Squares From Partial Observations

Chi, Yuejie, Eldar, Yonina C., Calderbank, Robert

Journal:

IEEE Transactions on Signal Processing

Year:

2013

Language:

english

File:

PDF, 3.64 MB

english, 2013

21

[IEEE 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - Providence, RI (2012.06.16-2012.06.21)] 2012 IEEE Conference on Computer Vision and Pattern Recognition - Connecting the dots in multi-class classification: From nearest subspace to collaborative representation

Yuejie Chi,, Porikli, Fatih

Year:

2012

Language:

english

File:

PDF, 712 KB

english, 2012

22

[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) - Joint sparsity recovery for spectral compressed sensing

Year:

2014

Language:

english

File:

PDF, 292 KB

english, 2014

23

[IEEE 2013 Asilomar Conference on Signals, Systems and Computers - Pacific Grove, CA, USA (2013.11.3-2013.11.6)] 2013 Asilomar Conference on Signals, Systems and Computers - Nearest subspace classification with missing data

Year:

2013

Language:

english

File:

PDF, 155 KB

english, 2013

24

[IEEE 2013 IEEE Global Conference on Signal and Information Processing (GlobalSIP) - Austin, TX, USA (2013.12.3-2013.12.5)] 2013 IEEE Global Conference on Signal and Information Processing - Low-rank matrix recovery with poison noise

Xie, Yao, Chi, Yuejie, Calderbank, Robert

Year:

2013

Language:

english

File:

PDF, 174 KB

english, 2013

25

Training Signal Design and Tradeoffs for Spectrally-Efficient Multi-User MIMO-OFDM Systems

Chi, Yuejie, Gomaa, Ahmad, Al-Dhahir, Naofal, Calderbank, A. Robert

Journal:

IEEE Transactions on Wireless Communications

Year:

2011

Language:

english

File:

PDF, 422 KB

english, 2011

26

[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 - Knowledge-enhanced Matching Pursuit

Chi, Yuejie, Calderbank, Robert

Year:

2013

Language:

english

File:

PDF, 281 KB

english, 2013

27

[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) - Estimation of simultaneously structured covariance matrices from quadratic measurements

Chen, Yuxin, Chi, Yuejie, Goldsmith, Andrea J.

Year:

2014

Language:

english

File:

PDF, 139 KB

english, 2014

28

[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) - Compressive demodulation of mutually interfering signals

Xie, Yao, Chi, Yuejie, Applebaum, Lorne, Calderbank, Robert

Year:

2012

Language:

english

File:

PDF, 306 KB

english, 2012

29

[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 - Sensitivity to basis mismatch in compressed sensing

Chi, Yuejie, Pezeshki, Ali, Scharf, Louis, Calderbank, Robert

Year:

2010

Language:

english

File:

PDF, 221 KB

english, 2010

30

[IEEE 2011 IEEE Vehicular Technology Conference (VTC Fall) - San Francisco, CA, USA (2011.09.5-2011.09.8)] 2011 IEEE Vehicular Technology Conference (VTC Fall) - On Training Signal Design for Multi-User MIMO-OFDM: Performance Analysis and Tradeoffs

Gomaa, Ahmad, Chi, Yuejie, Al-Dhahir, Naofal, Calderbank, Robert

Year:

2011

Language:

english

File:

PDF, 356 KB

english, 2011

31

[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) - Golay complementary waveforms for sparse delay-Doppler radar imaging

Chi, Yuejie, Calderbank, Robert, Pezeshki, Ali

Year:

2009

Language:

english

File:

PDF, 233 KB

english, 2009

32

[IEEE 2009 International Waveform Diversity and Design Conference - Kissimmee, FL, USA (2009.02.8-2009.02.13)] 2009 International Waveform Diversity and Design Conference - Range sidelobe suppression in a desired Doppler interval

Chi, Yuejie, Pezeshki, Ali, Calderbank, Robert, Howard, Stephen

Year:

2009

Language:

english

File:

PDF, 1.49 MB

english, 2009

33

[IEEE ICASSP 2012 - 2012 IEEE International Conference on Acoustics, Speech and Signal Processing - Kyoto, Japan (2012.03.25-2012.03.30)] 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - PETRELS: Subspace estimation and tracking from partial observations

Chi, Yuejie, Eldar, Yonina C., Calderbank, Robert

Year:

2012

Language:

english

File:

PDF, 386 KB

english, 2012

34

Exact and Stable Covariance Estimation From Quadratic Sampling via Convex Programming

Chen, Yuxin, Chi, Yuejie, Goldsmith, Andrea J.

Journal:

IEEE Transactions on Information Theory

Year:

2015

Language:

english

File:

PDF, 1.84 MB

english, 2015

35

Compressive Two-Dimensional Harmonic Retrieval via Atomic Norm Minimization

Chi, Yuejie, Chen, Yuxin

Journal:

IEEE Transactions on Signal Processing

Year:

2015

Language:

english

File:

PDF, 4.18 MB

english, 2015

36

Orthogonal Matching Pursuit on Faulty Circuits

Li, Yao, Chi, Yuejie, Huang, Chu-Hsiang, Dolecek, Lara

Journal:

IEEE Transactions on Communications

Year:

2015

Language:

english

File:

PDF, 698 KB

english, 2015

37

Fast two-dimensional super-resolution image reconstruction algorithm for ultra-high emitter density

Huang, Jiaqing, Gumpper, Kristyn, Chi, Yuejie, Sun, Mingzhai, Ma, Jianjie

Journal:

Year:

2015

Language:

english

File:

PDF, 1.57 MB

english, 2015

38

[IEEE 2015 International Conference on Sampling Theory and Applications (SampTA) - Washington, DC, USA (2015.5.25-2015.5.29)] 2015 International Conference on Sampling Theory and Applications (SampTA) - Parameter estimation for mixture models via convex optimization

Li, Yuanxin, Chi, Yuejie

Year:

2015

Language:

english

File:

PDF, 494 KB

english, 2015

39

3D multifocus astigmatism and compressed sensing (3D MACS) based superresolution reconstruction

Huang, Jiaqing, Sun, Mingzhai, Gumpper, Kristyn, Chi, Yuejie, Ma, Jianjie

Journal:

Biomedical Optics Express

Year:

2015

Language:

english

File:

PDF, 3.47 MB

english, 2015

40

Resolving spatial modes of lasers via matrix completion

Chi, Yuejie, Anderson, Betty Lise

Journal:

Year:

2013

Language:

english

File:

PDF, 425 KB

english, 2013

41

[IEEE 2015 IEEE International Symposium on Information Theory (ISIT) - Hong Kong, Hong Kong (2015.6.14-2015.6.19)] 2015 IEEE International Symposium on Information Theory (ISIT) - Super-resolution of mutually interfering signals

Li, Yuanxin, Chi, Yuejie

Year:

2015

Language:

english

File:

PDF, 234 KB

english, 2015

42

Off-the-Grid Line Spectrum Denoising and Estimation With Multiple Measurement Vectors

Li, Yuanxin, Chi, Yuejie

Journal:

IEEE Transactions on Signal Processing

Year:

2016

Language:

english

File:

PDF, 3.46 MB

english, 2016

43

[IEEE 2015 49th Asilomar Conference on Signals, Systems and Computers - Pacific Grove, CA, USA (2015.11.8-2015.11.11)] 2015 49th Asilomar Conference on Signals, Systems and Computers - Blind super-resolution of sparse spike signals

Year:

2015

Language:

english

File:

PDF, 269 KB

english, 2015

44

[IEEE ICASSP 2015 - 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - South Brisbane, Queensland, Australia (2015.4.19-2015.4.24)] 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Compressive graph clustering from random sketches

Year:

2015

Language:

english

File:

PDF, 210 KB

english, 2015

45

Guaranteed Blind Sparse Spikes Deconvolution via Lifting and Convex Optimization

Journal:

IEEE Journal of Selected Topics in Signal Processing

Year:

2016

Language:

english

File:

PDF, 508 KB

english, 2016

46

Fast Two Dimensional Superresolution Image Reconstruction Algorithm for Ultrahigh Emitter Density

Sun, Mingzhai, Huang, Jiaqing, Gumpper, Kristyn, Chi, Yuejie, Ma, Jianjie

Journal:

Biophysical Journal

Year:

2016

Language:

english

File:

PDF, 43 KB

english, 2016

47

[IEEE 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) - Cancun, Mexico (2015.12.13-2015.12.16)] 2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) - Blind calibration of multi-channel samplers using sparse recovery

Yuanxin Li,, Yingsheng He,, Yuejie Chi,, Lu, Yue M.

Year:

2015

Language:

english

File:

PDF, 463 KB

english, 2015

48

[IEEE 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI 2016) - Prague, Czech Republic (2016.4.13-2016.4.16)] 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) - Super-resolution image reconstruction for high-density 3D single-molecule microscopy

Huang, Jiaqing, Sun, Mingzhai, Chi, Yuejie

Year:

2016

Language:

english

File:

PDF, 687 KB

english, 2016

49

Blind Deconvolution From Multiple Sparse Inputs

Wang, Liming, Chi, Yuejie

Journal:

IEEE Signal Processing Letters

Year:

2016

Language:

english

File:

PDF, 475 KB

english, 2016

50

Low-Rank Positive Semidefinite Matrix Recovery from Corrupted Rank-One Measurements

Li, Yuanxin, Sun, Yue, Chi, Yuejie

Journal:

IEEE Transactions on Signal Processing

Year:

2016

Language:

english

File:

PDF, 2.42 MB

english, 2016