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1

Sparse Principal Component Analysis via Variable Projection

Erichson, N. Benjamin, Zheng, Peng, Manohar, Krithika, Brunton, Steven L., Kutz, J. Nathan, Aravkin, Aleksandr Y.

Journal:

SIAM Journal on Applied Mathematics

Year:

2020

File:

PDF, 3.37 MB

2020

2

Sparse mean-reverting portfolios via penalized likelihood optimization

Zhang, Jize, Leung, Tim, Aravkin, Aleksandr

Journal:

Year:

2020

Language:

english

File:

PDF, 595 KB

english, 2020

3

Robust EM kernel-based methods for linear system identification

Bottegal, Giulio, Aravkin, Aleksandr Y., Hjalmarsson, Håkan, Pillonetto, Gianluigi

Journal:

Year:

2016

Language:

english

File:

PDF, 715 KB

english, 2016

4

Generalized Kalman smoothing: Modeling and algorithms

Aravkin, Aleksandr, Burke, James V., Ljung, Lennart, Lozano, Aurelie, Pillonetto, Gianluigi

Journal:

Year:

2017

Language:

english

File:

PDF, 1.68 MB

english, 2017

5

Level-set methods for convex optimization

Aravkin, Aleksandr Y., Burke, James V., Drusvyatskiy, Dmitry, Friedlander, Michael P., Roy, Scott

Journal:

Mathematical Programming

Year:

2018

Language:

english

File:

PDF, 902 KB

english, 2018

6

Boosting as a kernel-based method

Aravkin, Aleksandr Y., Bottegal, Giulio, Pillonetto, Gianluigi

Journal:

Machine Learning

Year:

2019

Language:

english

File:

PDF, 799 KB

english, 2019

7

[IEEE 2018 IEEE Conference on Decision and Control (CDC) - Miami Beach, FL (2018.12.17-2018.12.19)] 2018 IEEE Conference on Decision and Control (CDC) - Mean Reverting Portfolios via Penalized OU-Likelihood Estimation

Zhang, Jize, Leung, Tim, Aravkin, Aleksandr

Year:

2018

Language:

english

File:

PDF, 449 KB

english, 2018

8

[IEEE OCEANS 2019 - Marseille - Marseille, France (2019.6.17-2019.6.20)] OCEANS 2019 - Marseille - Preliminary Results in Current Profile Estimation and Doppler-aided Navigation for Autonomous Underwater Gliders

Jonker, Jonathan, Shcherbina, Andrey, Krishfield, Richard, Van Uffelen, Lora, Aravkin, Aleksandr, Webster, Sarah E.

Year:

2019

File:

PDF, 3.46 MB

2019

9

Offline state estimation for hybrid systems via nonsmooth variable projection

Zhang, Jize, Pace, Andrew M., Burden, Samuel A., Aravkin, Aleksandr

Journal:

Year:

2020

Language:

english

File:

PDF, 1.21 MB

english, 2020

10

Dimensionality reduction and reduced-order modeling for traveling wave physics

Mendible, Ariana, Brunton, Steven L., Aravkin, Aleksandr Y., Lowrie, Wes, Kutz, J. Nathan

Journal:

Theoretical and Computational Fluid Dynamics

Year:

2020

File:

PDF, 1.94 MB

2020

11

A Unified Sparse Optimization Framework to Learn Parsimonious Physics-Informed Models From Data

Champion, Kathleen, Zheng, Peng, Aravkin, Aleksandr Y., Brunton, Steven L., Kutz, J. Nathan

Journal:

Year:

2020

File:

PDF, 2.85 MB

2020

12

Robust inversion, dimensionality reduction, and randomized sampling

Aleksandr Aravkin, Michael P. Friedlander, Felix J. Herrmann, Tristan van Leeuwen

Journal:

Mathematical Programming

Year:

2012

Language:

english

File:

PDF, 496 KB

english, 2012

13

Estimating nuisance parameters in inverse problems

Aravkin, Aleksandr Y, van Leeuwen, Tristan

Journal:

Inverse Problems

Year:

2012

Language:

english

File:

PDF, 809 KB

english, 2012

14

Variational Properties of Value Functions

Aravkin, Aleksandr Y., Burke, James V., Friedlander, Michael P.

Journal:

SIAM Journal on Optimization

Year:

2013

Language:

english

File:

PDF, 396 KB

english, 2013

15

Robust and Trend-Following Student's t Kalman Smoothers

Aravkin, Aleksandr Y., Burke, James V., Pillonetto, Gianluigi

Journal:

SIAM Journal on Control and Optimization

Year:

2014

Language:

english

File:

PDF, 616 KB

english, 2014

16

The Connection Between Bayesian Estimation of a Gaussian Random Field and RKHS

Aravkin, Aleksandr Y., Bell, Bradley M., Burke, James V., Pillonetto, Gianluigi

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2015

Language:

english

File:

PDF, 430 KB

english, 2015

17

[IEEE 2013 IEEE Workshop on Automatic Speech Recognition & Understanding (ASRU) - Olomouc, Czech Republic (2013.12.8-2013.12.12)] 2013 IEEE Workshop on Automatic Speech Recognition and Understanding - Improvements to Deep Convolutional Neural Networks for LVCSR

Sainath, Tara N., Kingsbury, Brian, Mohamed, Abdel-rahman, Dahl, George E., Saon, George, Soltau, Hagen, Beran, Tomas, Aravkin, Aleksandr Y., Ramabhadran, Bhuvana

Year:

2013

Language:

english

File:

PDF, 234 KB

english, 2013

18

Serum Bilirubin and Bilirubin/Albumin Ratio as Predictors of Bilirubin Encephalopathy

Iskander, I., Gamaleldin, R., El Houchi, S., El Shenawy, A., Seoud, I., El Gharbawi, N., Abou-Youssef, H., Aravkin, A., Wennberg, R. P.

Journal:

Year:

2014

Language:

english

File:

PDF, 1005 KB

english, 2014

19

[IEEE 2012 IEEE 51st Annual Conference on Decision and Control (CDC) - Maui, HI, USA (2012.12.10-2012.12.13)] 2012 IEEE 51st IEEE Conference on Decision and Control (CDC) - Nonsmooth regression and state estimation using piecewise quadratic log-concave densities

Aravkin, Aleksandr Y., Burke, James V., Pillonetto, Gianluigi

Year:

2012

Language:

english

File:

PDF, 326 KB

english, 2012

20

An $\ell _{1}$-Laplace Robust Kalman Smoother

A. Y. Aravkin, B. M. Bell, J. V. Burke, G. Pillonetto

Year:

2011

Language:

english

File:

PDF, 857 KB

english, 2011

21

[IEEE 2014 IEEE 24th International Workshop on Machine Learning for Signal Processing (MLSP) - Reims, France (2014.9.21-2014.9.24)] 2014 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) - A new kernel-based approach for identification of time-varying linear systems

Pillonetto, Gianluigi, Aravkin, Aleksandr

Year:

2014

Language:

english

File:

PDF, 223 KB

english, 2014

22

[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) - Robust inversion via semistochastic dimensionality reduction

Aravkin, Aleksandr Y., Friedlander, Michael P., van Leeuwen, Tristan

Year:

2012

Language:

english

File:

PDF, 197 KB

english, 2012

23

[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) - Fast seismic imaging for marine data

Aravkin, Aleksandr, Li, Xiang, Herrmann, Felix J.

Year:

2012

Language:

english

File:

PDF, 1.15 MB

english, 2012

24

[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 - Sparse seismic imaging using variable projection

Aravkin, Aleksandr Y., van Leeuwen, Tristan, Tu, Ning

Year:

2013

Language:

english

File:

PDF, 306 KB

english, 2013

25

[IEEE 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010) - Taipei (2010.10.18-2010.10.22)] 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems - The unconstrained and inequality constrained moving horizon approach to robot localization

Pillonetto, Gianluigi, Aravkin, Aleksandr, Carpin, Stefano

Year:

2010

Language:

english

File:

PDF, 751 KB

english, 2010

26

[IEEE 2012 19th IEEE International Conference on Image Processing (ICIP 2012) - Orlando, FL, USA (2012.09.30-2012.10.3)] 2012 19th IEEE International Conference on Image Processing - Student's t robust bundle adjustment algorithm

Aravkin, Aleksandr, Styer, Michael, Moratto, Zachary, Nefian, Ara, Broxton, Michael

Year:

2012

Language:

english

File:

PDF, 129 KB

english, 2012

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) - Iterative log thresholding

Malioutov, Dmitry, Aravkin, Aleksandr

Year:

2014

Language:

english

File:

PDF, 184 KB

english, 2014

28

[IEEE 2013 IEEE Workshop on Automatic Speech Recognition & Understanding (ASRU) - Olomouc, Czech Republic (2013.12.8-2013.12.12)] 2013 IEEE Workshop on Automatic Speech Recognition and Understanding - Accelerating Hessian-free optimization for Deep Neural Networks by implicit preconditioning and sampling

Sainath, Tara N., Horesh, Lior, Kingsbury, Brian, Aravkin, Aleksandr Y., Ramabhadran, Bhuvana

Year:

2013

Language:

english

File:

PDF, 291 KB

english, 2013

29

Fast Methods for Denoising Matrix Completion Formulations, with Applications to Robust Seismic Data Interpolation

Aravkin, Aleksandr, Kumar, Rajiv, Mansour, Hassan, Recht, Ben, Herrmann, Felix J.

Journal:

SIAM Journal on Scientific Computing

Year:

2014

Language:

english

File:

PDF, 3.08 MB

english, 2014

30

Risk Factors for Neurotoxicity in Newborns With Severe Neonatal Hyperbilirubinemia

Gamaleldin, R., Iskander, I., Seoud, I., Aboraya, H., Aravkin, A., Sampson, P. D., Wennberg, R. P.

Journal:

Year:

2011

Language:

english

File:

PDF, 515 KB

english, 2011

31

[IEEE 2013 IEEE 52nd Annual Conference on Decision and Control (CDC) - Firenze (2013.12.10-2013.12.13)] 52nd IEEE Conference on Decision and Control - Linear system identification using stable spline kernels and PLQ penalties

Aravkin, Aleksandr Y., Burke, James V., Pillonetto, Gianluigi

Year:

2013

Language:

english

File:

PDF, 206 KB

english, 2013

32

Positron Emission Mammography: Correlation of Estrogen Receptor, Progesterone Receptor, and Human Epidermal Growth Factor Receptor 2 Status and 18 F-FDG

Wang, Carolyn L., MacDonald, Lawrence R., Rogers, James V., Aravkin, Aleksandr, Haseley, David R., Beatty, J. David

Journal:

American Journal of Roentgenology

Year:

2011

Language:

english

File:

PDF, 804 KB

english, 2011

33

SPIE Proceedings [SPIE SPIE Optical Engineering + Applications - San Diego, California (Sunday 21 August 2011)] Wavelets and Sparsity XIV - A modified, sparsity-promoting, Gauss-Newton algorithm for seismic waveform inversion

Herrmann, Felix J., Li, Xiang, Aravkin, Aleksandr Y., van Leeuwen, Tristan, Papadakis, Manos, Van De Ville, Dimitri, Goyal, Vivek K.

Year:

2011

Language:

english

File:

PDF, 519 KB

english, 2011

34

18 F-FDG PET/CT–Positive Internal Mammary Lymph Nodes: Pathologic Correlation by Ultrasound-Guided Fine-Needle Aspiration and Assessment of Associated Risk Factors

Wang, Carolyn L., Eissa, Marna J., Rogers, James V., Aravkin, Aleksandr Y., Porter, Bruce A., Beatty, J. David

Journal:

American Journal of Roentgenology

Year:

2013

Language:

english

File:

PDF, 701 KB

english, 2013

35

[IEEE 2014 IEEE 53rd Annual Conference on Decision and Control (CDC) - Los Angeles, CA, USA (2014.12.15-2014.12.17)] 53rd IEEE Conference on Decision and Control - Smoothing dynamic systems with state-dependent covariance matrices

Aravkin, Aleksandr Y., Burke, James V.

Year:

2014

Language:

english

File:

PDF, 337 KB

english, 2014

36

[IEEE 2011 50th IEEE Conference on Decision and Control and European Control Conference (CDC-ECC 2011) - Orlando, FL, USA (2011.12.12-2011.12.15)] IEEE Conference on Decision and Control and European Control Conference - Convex vs nonconvex approaches for sparse estimation: Lasso, Multiple Kernel Learning and Hyperparameter Lasso

Aravkin, Aleksander, Burke, James V., Chiuso, Alessandro, Pillonetto, Gianluigi

Year:

2011

Language:

english

File:

PDF, 523 KB

english, 2011

37

Seismic Waveform Inversion by Stochastic Optimization

van Leeuwen, Tristan, Aravkin, Aleksandr Y., Herrmann, Felix J.

Journal:

International Journal of Geophysics

Year:

2011

Language:

english

File:

PDF, 6.52 MB

english, 2011

38

Fast randomized full-waveform inversion with compressive sensing

Li, Xiang, Aravkin, Aleksandr Y., van Leeuwen, Tristan, Herrmann, Felix J.

Journal:

The Leading Edge

Year:

2012

Language:

english

File:

PDF, 980 KB

english, 2012

39

[Society of Exploration Geophysicists SEG Technical Program Expanded Abstracts 2011 - ()] SEG Technical Program Expanded Abstracts 2011 - Robust full‐waveform inversion using the Student's t‐distribution

Aravkin, Aleksandr, van Leeuwen, Tristan, Herrmann, Felix

Year:

2011

Language:

english

File:

PDF, 976 KB

english, 2011

40

[ACM Press the 2014 ACM SIGSAC Conference - Scottsdale, Arizona, USA (2014.11.03-2014.11.07)] Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security - CCS '14 - ALETHEIA

Tripp, Omer, Guarnieri, Salvatore, Pistoia, Marco, Aravkin, Aleksandr

Year:

2014

Language:

english

File:

PDF, 1.53 MB

english, 2014

41

Efficient matrix completion for seismic data reconstruction

Kumar, Rajiv, Da Silva, Curt, Akalin, Okan, Aravkin, Aleksandr Y., Mansour, Hassan, Recht, Benjamin, Herrmann, Felix J.

Journal:

Year:

2015

Language:

english

File:

PDF, 7.14 MB

english, 2015

42

[IEEE 2014 IEEE 24th International Workshop on Machine Learning for Signal Processing (MLSP) - Reims, France (2014.9.21-2014.9.24)] 2014 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) - Kalman smoothing with persistent nuisance parameters

Aravkin, Aleksandr, Ramamurthy, Karthikeyan Natesan, Pillonetto, Gianluigi

Year:

2014

Language:

english

File:

PDF, 276 KB

english, 2014

43

[IEEE 2014 IEEE International Conference on Data Mining (ICDM) - Shenzhen, China (2014.12.14-2014.12.17)] 2014 IEEE International Conference on Data Mining - Orthogonal Matching Pursuit for Sparse Quantile Regression

Aravkin, Aleksandr, Lozano, Aurelie, Luss, Ronny, Kambadur, Prabhajan

Year:

2014

Language:

english

File:

PDF, 775 KB

english, 2014

44

Comment on: “Application of the variable projection scheme for frequency-domain full-waveform inversion” (M. Li, J. Rickett, and A. Abubakar, G eophysics , 78, no. 6, R249–R257)

van Leeuwen, Tristan, Aravkin, Aleksandr Y., Herrmann, Felix J.

Journal:

Year:

2014

Language:

english

File:

PDF, 1.64 MB

english, 2014

45

Analytics for understanding customer behavior in the energy and utility industry

Kim, Y., Aravkin, A., Fei, H., Zondervan, A., Wolf, M.

Journal:

IBM Journal of Research and Development

Year:

2016

Language:

english

File:

PDF, 1.83 MB

english, 2016

46

[IEEE 2015 54th IEEE Conference on Decision and Control (CDC) - Osaka, Japan (2015.12.15-2015.12.18)] 2015 54th IEEE Conference on Decision and Control (CDC) - Outlier robust kernel-based system identification using ℓ1-Laplace techniques

Bottegal, Giulio, Hjalmarsson, Hakan, Aravkin, Alexandr Y., Pillonetto, Gianluigi

Year:

2015

Language:

english

File:

PDF, 276 KB

english, 2015

47

Source estimation with surface-related multiples—fast ambiguity-resolved seismic imaging

Tu, Ning, Aravkin, Aleksandr, van Leeuwen, Tristan, Lin, Tim, Herrmann, Felix J.

Journal:

Geophysical Journal International

Year:

2016

Language:

english

File:

PDF, 2.36 MB

english, 2016

48

A statistical and computational theory for robust and sparse Kalman smoothing*

Aravkin, Aleksandr, Burke, James V., Pillonetto, Gianluigi

Journal:

IFAC Proceedings Volumes

Year:

2012

Language:

english

File:

PDF, 264 KB

english, 2012

49

Outlier robust system identification: a Bayesian kernel-based approach

Bottegal, Giulio, Aravkin, Aleksandr Y., Hjalmarsson, Håkan, Pillonetto, Gianluigi

Journal:

IFAC Proceedings Volumes

Year:

2014

Language:

english

File:

PDF, 378 KB

english, 2014

50

On the estimation of hyperparameters for Empirical Bayes estimators: Maximum Marginal Likelihood vs Minimum MSE

Aravkin, A., Burke, J.V., Chiuso, A., Pillonetto, G.

Journal:

IFAC Proceedings Volumes

Year:

2012

Language:

english

File:

PDF, 613 KB

english, 2012