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Yuejie Chi

  • Adjunct Associate Professor, Electrical & Computer Engr.
  • 2015 Neil Ave
    Columbus, OH 43210
  • 614-292-5097

About

Education

PhD, Princeton University, 2012

Areas of interest

High-dimensional data analysis, statistical signal processing, compressive sensing, machine learning, wireless communications and networks, and active sensing.

Office

660 Dreese Laboratories

Honors

  • 20170201

    Faculty Early Career Development Program (CAREER) Award.

  • 20150801

    NSF Junior Oberwolfach Fellowship.

  • 20150601

    Young Investigator Program Award.

  • 20150401

    Young Investigator Program Award.

  • 20140501

    Ralph E. Powe Junior Faculty Enhancement Award.

  • 20140301

    Air Force Summer Faculty Fellowship.

  • 20140101

    Windows Azure For Research Award.

  • 20131201

    IEEE Signal Processing Society Young Author Best Paper Award.

  • 20130801

    Google Faculty Research Award.

  • 20130701

    Best Student Paper Award Finalist.

  • 20120501

    IEEE ICASSP Best Student Paper Award.

  • 20101001

    Roberto Padovani Scholarship.

  • 20081001

    Grace Hopper Student Scholarship.

  • 20070901-20080601

    First Year Engineering Fellowship.

  • 20030801-20070701

    First-class Fellowship.

Books

2012

  • Yuejie Chi. 2012. "Exploitation of Geometry in Signal Processing and Sensing." Princeton University.

Chapters

2015

2010

  • 2010. "Complementary Waveforms for Sidelobe Suppression and Radar Polarimetry." In Principles of waveform diversity and design,

Journal Articles

2016

  • Liming Wang, Yuejie Chi, 2016, "Blind Deconvolution from Multiple Sparse Inputs." IEEE Signal Processing Letters 23, no. 10, 1384-1388 - 1384-1388.
  • Li,Yuanxin; Chi,Yuejie, 2016, "Off-the-Grid Line Spectrum Denoising and Estimation With Multiple Measurement Vectors." IEEE TRANSACTIONS ON SIGNAL PROCESSING 64, no. 5, 1257-1269 - 1257-1269.
  • Yuejie Chi, Yue M. Lu, 2016, "Kaczmarz Method for Solving Quadratic Equations." IEEE Signal Processing Letters 23, no. 9, 1183-1187 - 1183-1187.

2015

  • Chi,Yuejie; Chen,Yuxin, 2015, "Compressive Two-Dimensional Harmonic Retrieval via Atomic Norm Minimization." IEEE TRANSACTIONS ON SIGNAL PROCESSING 63, no. 4, 1030-1042 - 1030-1042.
  • Chen,Yuxin; Chi,Yuejie; Goldsmith,Andrea,J, 2015, "Exact and Stable Covariance Estimation From Quadratic Sampling via Convex Programming." IEEE TRANSACTIONS ON INFORMATION THEORY 61, no. 7, 4034-4059 - 4034-4059.
  • Li,Yao; Chi,Yuejie; Huang,Chu-Hsiang; Dolecek,Lara, 2015, "Orthogonal Matching Pursuit on Faulty Circuits." IEEE TRANSACTIONS ON COMMUNICATIONS 63, no. 7, 2541-2554 - 2541-2554.
  • Chi, Yuejie; Chen, Yuxin, 2015, "Compressive Two-Dimensional Harmonic Retrieval via Atomic Norm Minimization." IEEE TRANSACTIONS ON SIGNAL PROCESSING 63, 1030-1042 - 1030-1042.
  • J. Huang, M. Sun, K. Gumpper, Y. Chi and J. Ma, 2015, "3D Multifocus Astigmatism and Compressed Sensing (3D MACS) Based Superresolution Reconstruction." Biomedical Optics Express 6, 902-917 - 902-917.

2013

  • Chi, Yuejie; Eldar, Yonina C.; Calderbank, Robert, 2013, "PETRELS: Parallel Subspace Estimation and Tracking using Recursive Least Squares from Partial Observations." IEEE Trans. Signal Processing 61, 5947-5959 - 5947-5959.

2011

  • Chi,Yuejie; Gomaa,Ahmad; Al-Dhahir,Naofal; Calderbank,A,Robert, 2011, "Training Signal Design and Tradeoffs for Spectrally-Efficient Multi-User MIMO-OFDM Systems." IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS 10, no. 7, 2234-2245 - 2234-2245.
  • Chi,Yuejie; Scharf,Louis,L; Pezeshki,Ali; Calderbank,A,Robert, 2011, "Sensitivity to Basis Mismatch in Compressed Sensing." IEEE TRANSACTIONS ON SIGNAL PROCESSING 59, no. 5, 2182-2195 - 2182-2195.

Unknown

  • Chi, Yuejie; Porikli, Fatih, "Classification and Boosting with Multiple Collaborative Representations." IEEE Trans. on Pattern Analysis and Machine Intelligence
  • Yuanxin Li and Yuejie Chi, "Off-the-Grid Line Spectrum Denoising and Estimation with Multiple Measurement Vectors." IEEE Trans. on Signal Processing
  • Y. Li, Y. Chi, C-H Huang, and L. Dolecek, "Orthogonal Matching Pursuit on Faulty Circuits." IEEE Trans. on Communications

Presentations

  • "Sparse MIMO Radar via Structured Matrix Completion." 2013, Presented at IEEE Global Conference on Signal and Information Processing (GlobalSIP),
  • "Low-Rank Matrix Recovery Under Poisson Noise." 2013, Presented at IEEE Global Conference on Signal and Information Processing (GlobalSIP),
  • "One-bit Principal Subspace Estimation." 2014, Presented at IEEE Global Conference on Signal and Information Processing (GlobalSIP),
  • "Blind Super-resolution of Sparse Spike Signals." 2015, Presented at Asilomar Conference on Signals, Systems, and Computers,
  • "Covariance estimation and super-resolution for high-dimensional streaming data." 2016, Presented at Air Force Research Lab, Sensor Directorate,
  • "Stable Blind Spikes Deconvolution." 2016, Presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP),
  • "Outlier-Robust Recovery of Low-Rank Positive Semidefinite Matrices From Magnitude Measurements." 2016, Presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP),
  • "Change-Point Estimation of High-Dimensional Streaming Data via Sketching." 2015, Presented at Asilomar Conference on Signals, Systems, and Computers,
  • "Nearest Subspace Classification with Missing Data." 2013, Presented at Asilomar Conference on Signals, Systems, and Computers,
  • "Convex Optimization Techniques for Super-resolution Parameter Estimation." 2016, Presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP),
  • "Solving Corrupted Quadratic Equations, Provably." 2016, Presented at London Workshop on Sparse Signal Processing,
  • "Solving Corrupted Systems of Quadratic Equations, Provably." 2016, Presented at ECE Department, Michigan State University,
  • "Solving Corrupted Systems of Quadratic Equations, Provably." 2016, Presented at Michigan Institute for Data Science (MIDAS), University of Michigan,
  • "Bayesian Compressed Sensing for Image Separation." 2010, Presented at International Conference on Image Processing (ICIP),
  • "Sense and Sensitivity." 2010, Presented at Wireless Sensor Lab, Stanford University,
  • "PETRELS: Subspace Estimation and Tracking from Partial Observations." 2011, Presented at Network and Imaging Science Lab, Duke University,
  • "Geometry as a Prior in Signal Processing." 2012, Presented at Information Science and Networks Seminar, Cornell University,
  • "Geometry as a Prior in Signal Processing." 2012, Presented at Shanghai Jiao Tong Univeristy-University of Michigan Joint Institute,
  • "Compressive Demodulation of Mutually Interfering Signals." 2012, Presented at Statistical Signal Processing Workshop,
  • "Recovering Geometry from Incomplete Data." 2012, Presented at OSU-Battelle Joint Workshop on Big Data and Cyber Security,
  • "Spectral Compressed Sensing via Structured Matrix Completion." 2013, Presented at Department of EECS/CASE Colloquium, Syracuse University,
  • "Golay Complementary Waveforms for Sparse Delay-Doppler Radar Imaging." 2009, Presented at International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP),
  • "Compressive Blind Source Separation." 2009, Presented at Women in Machine Learning workshop,
  • "MMSE-Optimal Training Sequences for Spectrally-Efficient Multi-User MIMO-OFDM Systems." 2011, Presented at European Signal Processing Conference (EUSIPCO),
  • "Geometry as a Prior in Signal Processing." 2012, Presented at Department of ECE Seminar, Colorado State University,
  • "PETRELS: Subspace Estimation and Tracking from Partial Observations." 2012, Presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP),
  • "Geometry as a Prior in Signal Processing." 2012, Presented at Department of ECE Seminar, Ohio State University,
  • "Range Sidelobe Suppression in a Desired Doppler Band." 2009, Presented at International Waveform Diversity & Design Conference (WDD),
  • "Sensitivity to Basis Mismatch in Compressed Sensing." 2010, Presented at International Conference on Acoustics, Speech, and Signal Processing (ICASSP),
  • "Regularized Blind Detection for MIMO Communications." 2010, Presented at International Symposium on Information Theory (ISIT),
  • "Geometry as a Prior in Signal Processing." 2012, Presented at Department of EE Seminar, University of Southern California,
  • "Spectral Parametric Estimation via Structured Matrix Completion." 2013, Presented at Mentoring and Networking Workshop for Junior Women Faculty in the Big 10,
  • "Spectral Compressed Sensing via Structured Matrix Completion." 2013, Presented at International Conference on Machine Learning,
  • "Resolving Spectrally-Sparse Objects via Enhanced Matrix Completion." 2013, Presented at The Third Biannual Duke University Workshop on Sensing and Analysis of High-Dimensional Data,
  • "Combining Physically-Meaningful Constraints with Sparsity in Sparse Parameter Estimation." 2014, Presented at Information Science Colloqium, Stanford University,
  • "Combining Physically-Meaningful Constraints with Sparsity in Sparse Parameter Estimation." 2014, Presented at Coordinated Science Laboratory Seminar, University of Illinois, Urbana Champain,
  • "Compressive Parameter Estimation: The Good, The Bad and The Ugly." 2014, Presented at Statistical Signal Processing Workshop,
  • "Tracking and Sketching of Covariance Structures For High-dimensional Streaming Data." 2014, Presented at Air Force Research Lab,
  • "Super-resolution of Mutually Interfering Signals." 2015, Presented at Information Theory and Applications Workshop,
  • "Super-resolution of Mutually Interfering Signals." 2015, Presented at NSF I/UCRC Center for Surveillance Research,
  • "Sparsity as a Prior in Biomedical Data Analysis." 2014, Presented at Department of Biomedical Informatics Faculty Seminar,
  • "Covariance Sketching for Rapid Data Streams." 2014, Presented at AFCEA C4I Technology Review Days,
  • "Sparsity meets Matrix Pencil." 2014, Presented at Department of Electrical Engineering and Computer Science, Colorado School of Mines,
  • "Sparse Parameter Estimation via Structured Matrix Completion." 2015, Presented at University's Lecturer Program, Auburn University at Montgomery,
  • "Compressive Recovery of 2-D Off-Grid Frequencies." 2013, Presented at Asilomar Conference on Signals, Systems, and Computers,
  • "Sparse Inversion of Mixture and Bilinear Models via Convex Optimization." 2015, Presented at Department of Electrical and Computer Engineering, Carnegie Mellon University,
  • "Guaranteed Blind Sparse Spikes Deconvolution." 2015, Presented at The 53rd Annual Allerton Conference on Communication, Control, and Computing,
  • "Convex Relaxations of Structured Low-Rank Modeling for Sparse Inversion." 2015, Presented at Forty-Six Years (and counting) of Statistical Signal Processing - A workshop honoring the career contributions of Louis Scharf,
  • "Parameter Estimation in Mixture and Bilinear Models via Convex Optimization." 2015, Presented at Department of Electrical and Computer Engineering, George Mason University,
  • "Covariance Sketching via Quadratic Sampling." 2015, Presented at Department of Electronics Engineering, Tsinghua University,
  • "Blind Spikes Deconvolution with Lifting." 2015, Presented at Applied Harmonic Analysis and Sparse Approximation Workshop,
  • "Exact and Stable Covariance Sketching from Quadratic Sampling." 2013, Presented at Artificial Intelligence Lab Seminar,

Papers in Proceedings

2016

  • Jiaqing Huang, Mingzhai Sun, and Yuejie Chi "Super-Resolution Image Reconstruction For High-Density 3D Single-Molecule Microscopy." in International Symposium on Biomedical Imaging (ISBI). (4 2016).
  • Yue Sun, Yuanxin Li, and Yuejie Chi "Outlier-Robust Recovery of Low-Rank Positive Semidefinite Matrices From Magnitude Measurements." in 2016 International Conference on Acoustics, Speech, and Signal Processing (ICASSP). (3 2016).
  • Huishuai Zhang, Yuejie Chi and Yingbin Liang "Provable Non-convex Phase Retrieval with Outliers: Median Truncated Wirtinger Flow." in International Conference on Machine Learning (ICML). (6 2016).
  • Yuejie Chi "Stable Blind Spikes Deconvolution." in 2016 International Conference on Acoustics, Speech, and Signal Processing (ICASSP). (3 2016).
  • Chi, Yuejie "Kronecker Covariance Sketching for Spatial-Temporal Data." in European Signal Processing Conference (EUSIPCO). (8 2016).

2015

  • Yuejie Chi "Blind Super-resolution of Sparse Spike Signals." (11 2015).
  • Yuanxin Li, Yuejie Chi "Super-Resolution of Mutually Interfering Signals." in 2015 International Symposium on Information Theory (ISIT). (7 2015).
  • Jiang,Yiran; Chi,Yuejie "COVARIANCE TRACKING FROM SKETCHES OF RAPID DATA STREAMS." (1 2015).
  • Chi,Yuejie "COMPRESSIVE GRAPH CLUSTERING FROM RANDOM SKETCHES." (1 2015).
  • Y. Li, Y. He, Y. Chi and Y. M. Lu "Blind Calibration of Multi-Channel Samplers using Sparse Recovery." in 2015 IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). (12 2015).
  • Yuejie Chi, Yihong Wu "Change-point estimation of high-dimensional streaming data via sketching." (11 2015).
  • Yuanxin Li, Yuejie Chi "Parameter Estimation for Mixture Models via Convex Optimization." in 2015 International Conference on Sampling Theory and Applications (SAMPTA). (5 2015).

2014

  • Chen,Yuxin; Chi,Yuejie; Goldsmith,Andrea,J "ESTIMATION OF SIMULTANEOUSLY STRUCTURED COVARIANCE MATRICES FROM QUADRATIC MEASUREMENTS." in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). (1 2014).
  • Chen,Yuxin; Chi,Yuejie; Goldsmith,Andrea,J "Robust and Universal Covariance Estimation from Quadratic Measurements via Convex Programming." in IEEE International Symposium on Information Theory (ISIT). (1 2014).
  • Chi,Yuejie "JOINT SPARSITY RECOVERY FOR SPECTRAL COMPRESSED SENSING." in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). (1 2014).
  • Li,Yuanxin; Chi,Yuejie "COMPRESSIVE PARAMETER ESTIMATION WITH MULTIPLE MEASUREMENT VECTORS VIA STRUCTURED LOW-RANK COVARIANCE ESTIMATION." in IEEE Workshop on Statistical Signal Processing (SSP). (1 2014).
  • Yuejie Chi "One-bit Principal Subspace Estimation." in 2014 IEEE Global Conference on Signal and Information Processing (GlobalSIP). (12 2014).

2013

  • Chi,Yuejie "Sparse MIMO Radar via Structured Matrix Completion." in IEEE Global Conference on Signal and Information Processing (GlobalSIP). (1 2013).
  • Chi,Yuejie; Calderbank,Robert "Coherence-Based Performance Guarantees of Orthogonal Matching Pursuit." in 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton). (1 2013).
  • Chi,Yuejie; Calderbank,Robert "KNOWLEDGE-ENHANCED MATCHING PURSUIT." in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). (1 2013).
  • Chi,Yuejie; Chen,Yuxin "Compressive Recovery of 2-D Off-Grid Frequencies." in 47th Asilomar Conference on Signals, Systems and Computers. (1 2013).
  • Chen, Yuxin; Chi, Yuejie "Spectral Compressed Sensing via Structured Matrix Completion." in International Conference on Machine Learning. (7 2013).
  • Chen, Yuxin; Chi, Yuejie "Compressive Harmonic Retrieval via Matrix Completion." in Signal Processing with Adaptive Sparse Structured Representations workshop (SPARS). (7 2013).
  • Chi,Yuejie "Nearest Subspace Classification with Missing Data." in 47th Asilomar Conference on Signals, Systems and Computers. (1 2013).
  • Xie,Yao; Chi,Yuejie; Calderbank,Robert "Low-Rank Matrix Recovery With Poisson Noise." in IEEE Global Conference on Signal and Information Processing (GlobalSIP). (1 2013).
  • Pakrooh,Pooria; Scharf,Louis,L; Pezeshki,Ali; Chi,Yuejie "ANALYSIS OF FISHER INFORMATION AND THE CRAMER-RAO BOUND FOR NONLINEAR PARAMETER ESTIMATION AFTER COMPRESSED SENSING." in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP). (1 2013).

2012

  • Chi,Yuejie; Porikli,Fatih "Connecting the Dots in Multi-Class Classification: From Nearest Subspace to Collaborative Representation." in IEEE Conference on Computer Vision and Pattern Recognition (CVPR). (1 2012).
  • Xie,Yao; Chi,Yuejie; Applebaum,Lorne; Calderbank,Robert "COMPRESSIVE DEMODULATION OF MUTUALLY INTERFERING SIGNALS." in IEEE Statistical Signal Processing Workshop (SSP). (1 2012).
  • Chi,Yuejie; Eldar,Yonina,C; Calderbank,Robert "PETRELS: SUBSPACE ESTIMATION AND TRACKING FROM PARTIAL OBSERVATIONS." in IEEE International Conference on Acoustics, Speech and Signal Processing. (1 2012).
  • Chi, Yuejie; Calderbank, Robert "Coherence-Based Performance Guarantees for Orthogonal Match Pursuit." in Allerton Conference on Control, Communications and Computing. (10 2012).

2011

  • Gomaa,Ahmad; Chi,Yuejie; Al-Dhahir,Naofal; Calderbank,Robert "On Training Signal Design for Multi-User MIMO-OFDM: Performance Analysis and Tradeoffs." in IEEE 74th Vehicular Technology Conference (VTC). (1 2011).
  • Garudadri,Harinath; Chi,Yuejie; Baker,Steve; Majumdar,Somdeb; Baheti,Pawan,K; Ballard,Dan "Diagnostic Grade Wireless ECG Monitoring." in 33rd Annual International Conference of the IEEE Engineering-in-Medicine-and-Biology-Society (EMBS). (1 2011).
  • Chi,Yuejie; Gomaa,Ahmad; Al-Dhahir,Naofal; Calderbank,Robert "MMSE-Optimal Training Sequences for Spectrally-Efficient Multi-User MIMO-OFDM Systems." in European Signal Processing Conference (EUSIPCO). (8 2011).

2010

  • Chi,Yuejie; Wu,Yiyue; Calderbank,Robert "Regularized Blind Detection for MIMO Communications." in 2010 IEEE International Symposium on Information Theory. (1 2010).
  • Chi,Yuejie; Pezeshki,Ali; Scharf,Louis; Calderbank,Robert "SENSITIVITY TO BASIS MISMATCH IN COMPRESSED SENSING." in 2010 IEEE International Conference on Acoustics, Speech, and Signal Processing. (1 2010).
  • Wu,Yiyue; Chi,Yuejie; Calderbank,Robert "Compressive Blind Source Separation." in IEEE International Conference on Image Processing. (1 2010).

2009

  • Chi,Yuejie; Pezeshki,Ali; Calderbank,Robert; Howard,Stephen "Range Sidelobe Suppression in a Desired Doppler Interval." in International Waveform Diversity and Design Conference. (1 2009).
  • Chi,Yuejie; Calderbank,Robert; Pezeshki,Ali "Golay Complementary Waveforms for Sparse Delay-Doppler Radar Imaging." in 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). (1 2009).
  • Chi,Yuejie; Calderbank,Robert; Pezeshki,Ali "Golay Complementary Waveforms for Sparse Delay-Doppler Radar Imaging." in 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP). (1 2009).

Unknown

  • Haoyu Fu and Yuejie Chi "Principal Subspace Estimation for Low-rank Toeplitz Covariance Matrices with Binary Sensing." in 2016 50th Asilomar Conference on Signals, Systems and Computers.

Patents

  • Pawan Kumar Baheti; Harinath Garudadri; Yuejie Chi. "METHOD AND APPARATUS FOR LOW COMPLEXITY COMPRESSION OF SIGNALS." Patent number: 20120224611
  • Fatih Porikli, Yuejie Chi. "Multi-Class Classification Method."
  • Pawan Kumar Baheti, Harinath Garudadri, Yuejie Chi. "Method and Apparatus for Low Complexity Compression of Signals Employing Differential Operation for Transient Segment Detection”,."