Publications



My main website has moved here. This website is no longer supported. 

Preprints

T. Askham, P. Zheng, A.Y. Aravkin, N. Kutz.

A.Y. Aravkin, D. Drusvyastkiy, T. van Leeuwen.

A. Abrami, A.Y. Aravkin, Y. Kim.

Shape parameter estimation.
P. Zheng, A.Y. Aravkin, K. Ramamurthy.

A.Y. Aravkin, G. Bottegal, and G. Pillonetto.

A. Y. Aravkin, J.V. Burke, D. Drusvyatskiy, M.P. Friedlander, K. MacPhee.

D. Driggs, S. Becker, A.Y. Aravkin.

A.Y. Aravkin and D. Davis.

E. Yang, A. Lozano, A.Y. Aravkin. 

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

A.Y. Aravkin, J.V. Burke, D. Drusvyastkiy, M.P. Friedlander, S. Roy.

Books & Chapters

A.Y. Aravkin, J.V. Burke, and G. Pillonetto. In Compressed Sensing and Sparse Filtering, A.Y. Carmi, L.S. Mihaylova, S.J. Godsill Eds., Signals and Communications Technology, Springer,  p. 237-281, 2014.

Statistical analysis of national and Washington State fish consumption data.
N. L. Polissar, M. Neradilek, D. S. Hippe, A. Y. Aravkin, P. Danaher, J. Kalat, peer reviewed technical report for Washington State Department of Ecology, 2014.

A.Y. Aravkin, Ph.D. Thesis, University of Washington, 2010. 

Journal Articles & Conference Proceedings

2017

E. Esser, L. Guasch, T. van Leeuwen, A.Y. Aravkin, F.J. Herrmann. To appear in the SIAM Journal of Imaging Sciences, 2017.

A.Y. Aravkin, D. Drusvyatskiy, T. van Leeuwen. To appear in IEEE Transactions of Automatic Control, 2017.

Learning robust representations for computer vision.
P. Zheng, A.Y. Aravkin, K. Ramamurthy, J.J. Thiagarajan. To appear in Proceedings of RCL-CV 2017/ICCV 2017.

K. Ramamurthy, C.C. Lin, A.Y. Aravkin, S. Pankanti, R. Viguier. To appear in Proceedings of UAVision 2017/ICCV 2017.

A.Y. Aravkin, J.V. Burke, L. Ljung, A. Lozano, and G. Pillonetto. Automatica, Vol. 86, 2017, p. 63-86.

Beating level-set methods for 3D seismic data interpolation: a primal-dual alternating approach.  
R. Kumar, O. Lopez, D. Davis, A.Y. Aravkin, F.J. Herrmann. Transactions of Computational Imaging, 3(2), p. 1-11, 2017.

2016

Y. Kim, A.Y. Aravkin, H. Fei, A. Zondervan, M. Wolf. IBM Journal of Research and Development. 60(1), 11-1, 2016. 

N. Tu, A.Y. Aravkin, T. van Leeuwen, T. Lin, F. J. Herrmann. Geophysical Journal International, 205.3(2016): 1492-1511. 

G. Bottegal, A.Y. Aravkin, H. Hjalmarsson, G. Pillonetto. Automatica 67 (2016) 114–126.

G. Pillonetto, A.Y. Aravkin. To appear in Machine Learning and Signal Processing (MLSP) Workshop Proceedings (2016). 

A.Y. Aravkin, K.R. Varshney, L. Yang. To appear in Machine Learning and Signal Processing (MLSP) Workshop Proceedings (2016). 

Beyond L2-loss functions for learning sparse models.
K.N. Ramamurthy, A.Y. Aravkin, J. J. ThiagarajanIEEE Conf. Acoustics, Speech, and Signal Proc. (ICASSP) (2016) p. 4692-4696.

2015

R. Kumar, C. Da Silva, O. Akalin, A.Y. Aravkin, H. Mansour, B. Recht, F.J. Herrmann. Geophysics 80, no. 5 (2015): V97-V114.

C-C. Lin, S.U. Pankanti, K.N. Ramamurthy, and A.Y. Aravkin. In Computer Vision and Pattern Recognition (CVPR), 2015 IEEE Conference on, p. 1155--1163, 2015. 

Outlier Robust Kernel-Based System Identification Using L1-Laplace Techniques.
G. Bottegal, H. Hjalmarsson, A.Y. Aravkin, G. Pillonetto, In Proceedings of IEEE Conf. Decision and Control (CDC) (2015), p. 2109-2114.

General Optimization Framework for Robust and Regularized 3D Full Waveform Inversion.
S. Becker, L. Horesh, A.Y. Aravkin, S. Zhuk. In EAGE Technical Program Expanded Abstracts, 2015. 

Ernie Esser, Lluis Guasch, Tristan van Leeuwen, A.Y. Aravkin, and Felix J. Herrmann. In SEG Technical Program Expanded Abstracts, 2015. 

S. Zhuk, S. Moore, A. Nogueira, A. Rawlinson, T. Tchrakian, L. Horesh, A. Aravkin and A. Akhriev. In Control Conference (ECC) 2015 European, p. 266-270. 

2014

I. Iskander, R. Gamaleldin,  S. El Houchi, A. El Shenawy, I. Seoud, N. El Gharbawi, H. Abou-Youssef,  A. Aravkin,  and R. Wennberg, Pediatrics, DOI: 10.1542/peds.2013-1764, 2014.

Orthogonal matching pursuit for sparse quantile regression.
A.Y. Aravkin, A. Kambadur, A.C. Lozano, and R. Luss. In Data Mining (ICDM), 2014 IEEE International Conference, pp. 11-19. 
            A.Y. Aravkin, R. Kumar, H. Mansour, B. Recht, and F.J. Herrmann. SIAM J. Sci. Comput., 36(5) (2014), S237–S266.

A.Y. Aravkin, J.V. Burke, G. Pillonetto. SIAM J. Control Optim. 52-5 (2014), pp. 2891-2916.

A.Y. Aravkin, S. Becker, V. Cevher, and P. Olsen. In 30th Conference on Uncertainty in Artificial Intelligence (UAI), no. EPFL-CONF-199542. 2014.

A.Y. Aravkin, B.M. Bell, J.V. Burke, and G. Pillonetto. IEEE Transactions on Neural Networks and Learning Systems, PP(99), 2014.

A.Y. Aravkin, J.V. Burke, A. Chiuso, and G. Pillonetto. Journal of Machine Learning Research (JMLR), Volume 15, 217-252, 2014.

H. Wason, R. Kumar, A.Y. Aravkin, and F. J. Herrmann. SEG Annual Meeting of the Society of Exploration Geophysicists, 2014.

O. Tripp, S. Guarnieri, M. Pistoia and A. Aravkin. Proceedings of the 2014 ACM SIGSAC on Computer and Communications Security, 762-774.

A.Y. Aravkin, K.N. Ramamurthy, and G. Pillonetto. Machine Learning for Signal Processing (MLSP), 2014 IEEE International Workshop on,  2014.

G. Pillonetto and A.Y. Aravkin. Machine Learning for Signal Processing (MLSP), 2014 IEEE International Workshop on, 2014.

A.Y. Aravkin and J.V. Burke. Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on, 3382-3387.

A.Y. Aravkin, A. Choromanska, T. Jebara and D. Kanevsky. Presented at the International Conference on Learning Representations (ICLR) Workshop, 2014.

R. Kumar, A.Y. Aravkin, E. Esser, H. Mansour and F.J. Herrmann. To appear in the Proceedings of European Association of Geoscientists and Engineers (EAGE), January 2014.

Outlier robust system identification: a Bayesian kernel-based approach. 
G. Bottegal, A.Y. Aravkin, H. Hjalmarsson and G. Pillonetto. To appear in the  International Federation of Automatic Control (IFAC),  2014.

Iterative log-thresholding. 
D. Malioutov and A.Y. Aravkin. To appear in IEEE Conf. Acoustics, Speech, and Signal Proc. (ICASSP),  2014.

2013

E. Khan, A.Y. Aravkin, M.P. Friedlander, and M. Seeger.  JMLR W&CP 28(3):951-959, 2013

A.Y. Aravkin, J.V. Burke, and G. Pillonetto. Journal of Machine Learning Research (JMLR) (3), 2689-2728, September 2013.

A.Y. Aravkin, J.V. Burke, M.P. Friedlander. SIAM Journal of Optimization (SIOPT), Vol. 23, No. 3, pp. 1689–1717, August 2013.

T.N. Sainath, L. Horesh, B. Kingsbury, A.Y. Aravkin, B. Ramabhadran. To appear in IEEE Automatic Speech Recognition and Understanding (ASRU) 2013.

Improvements for deep convolutional neural networks for LVCSR.
T.N. Sainath, B. Kingsbury, A. Mohamed, G.E. Dahl, G. Saon, H. Soltau, T. Beran,  A.Y. Aravkin, B. Ramabhadran. To appear in IEEE Automatic Speech Recognition and Understanding (ASRU) 2013.

Linear system identification using stable spline kernels and PLQ penalties.
A.Y. Aravkin, J.V. Burke and G. Pillonetto. To appear in IEEE Conf. Decision and Control (CDC) 2013.

R. Kumar, H. Mansour, A.Y. Aravkin, and F.J. Herrmann. To appear in the Proceedings of the Society of Exploration Geophysicists (SEG), April 2013. 

Sparse seismic imaging using variable projection.
A.Y. Aravkin, T. van Leeuwen and N. Tu. To appear in IEEE Conf. Acoustics, Speech, and Signal Proc. (ICASSP),  2013.

T. van Leeuwen, A.Y. Aravkin, H. Calandra and F.J. Herrmann. To appear in the Proceedings of European Association of Geoscientists and Engineers (EAGE) 2013.

N. Tu, A.Y. Aravkin, T. van Leeuwen, and F.J. Herrmann. To appear in the Proceedings of European Association of Geoscientists and Engineers (EAGE) 2013.

R. Kumar, A.Y. Aravkin, H. Mansour, B. Recht, F.J. Herrmann. To appear in the Proceedings of European Association of Geoscientists and Engineers (EAGE) 2013.

(18)F-FDG PET/CT-positive internal mammary lymph nodes: pathologic correlation by ultrasound-guided fine-needle aspiration and assessment of associated risk factors.
C.L. Wang, M.J. Eissa, J.V. Rogers, A.Y. Aravkin, B.A. Porter, J.D. Beatty. AJR Am J Roentgenol. 2013 May; 200(5): 1138-44.

2012

A.Y. Aravkin and T. van Leeuwen. Inverse Problems, 28(11):115016, October 2012.

Robust inversion, dimensionality reduction, and randomized sampling.
A.Y. Aravkin, M.P. Friedlander, F.J. Herrmann, and T. van Leeuwen. Mathematical Programming, 134(1):101-125, 2012.

X. Li, A.Y. Aravkin, T. van Leeuwen,and F.J. Herrmann. Geophysics 77(3), A13-A17, 2012.

Nonsmooth regression and state estimation using piecewise quadratic log-concave densities.
A.Y. Aravkin, J.V. Burke and G. Pillonetto. To appear in Proceedings of IEEE Conf. Decision and Control (CDC), 2012.

A.Y. Aravkin, T. van Leeuwen, K. Bube and F.J. Herrmann. To appear in Proceedings of the Society of Exploration Geophysicists (SEG), 2012. 

Student's t robust bundle adjustment algorithm.
A.Y. Aravkin, M. Styer, Z. Moratto, A. Nefian, and M. Broxton. To appear in Proceedings of IEEE Inter. Conf. on Image Proc. (ICIP), 2012.

A.Y. Aravkin, J.V. Burke, and G. Pillonetto. Proceedings of the International Federation of Automatic Control (IFAC) 2012.

A.Y. Aravkin, J.V. Burke, and G. Pillonetto. Proceedings of the International Federation of Automatic Control (IFAC) 2012.

A.Y. Aravkin, J.V. Burke, A. Chiuso, and G. Pillonetto. Proceedings of the International Federation of Automatic Control (IFAC) 2012.

A.Y. Aravkin, J.V. Burke, A. Chiuso, and G. Pillonetto. Proceedings of the International Federation of Automatic Control (IFAC) 2012.

A.Y. Aravkin, T. van Leeuwen, H. Calandra and F.J. Herrmann. Proceedings of European Association of Geoscientists and Engineers (EAGE), 2012. 

Robust inversion via semistochastic dimensionality reduction.
A.Y. Aravkin, M.P. Friedlander, and T. van Leeuwen. IEEE Conf. Acoustics, Speech, and Signal Proc. (ICASSP), 2012.

Fast seismic imaging for marine data.
A.Y. Aravkin, X. Li and F.J. Herrmann. IEEE Conf. Acoustics, Speech, and Signal Proc. (ICASSP), 2012.

Full-waveform inversion with randomized L1 recovery for the model updates. 
X. Li, A.Y. Aravkin, T. van Leeuwen, and F.J. Herrmann. Proceedings of European Association of Geoscientists and Engineers (EAGE), 2012. 

A nonlinear sparsity promoting formulation and algorithm for full waveform inversion.
A.Y. Aravkin, T. van Leeuwen, J.V. Burke and F.J. Herrmann. Proceedings of European Association of Geoscientists and Engineers (EAGE), 2012.

2011

Risk factors of neurotoxicity in newborns with severe neonatal hyperbilirubinemia.
R. Gammeldin, I. Iskander, I. Seoud, H. Aboraya, A. Aravkin, P. Sampson, R. Wennberg, Pediatrics 128(4), 2011, e925-e931.

Seismic waveform inversion by stochastic optimization.
T. van Leeuwen, A.Y. Aravkin, and F.J. Herrmann. International Journal of Geophysics, vol. 2011, Article ID 689041, 2011.

An l1-Laplace robust Kalman smoother.
A.Y. Aravkin, B.M. Bell, J.V. Burke, G. Pillonetto. IEEE Transactions of Automatic Control (TAC),  56(12):2898-2911, 2011.

Convex vs. nonconvex approaches for sparse estimation: lasso, MKL, and hyperparameter lasso. 
A.Y. Aravkin, J.V. Burke, A. Chiuso and G. Pillonetto. Proceedings of IEEE Conf. Decision and Control (CDC), 50th conference on, 2011, 156-161.

F.J. Herrmann, X. Li, A.Y. Aravkin, and T. van Leeuwen. Proceedings of the International Society of Optics and Photonics (SPIE), 8138, 8130V, 2011.

A.Y. Aravkin, B.M. Bell, J.V. Burke, and G. Pillonetto. Proceedings of the International Federation of Automatic Control (IFAC), 18(1), 2011.

A.Y. Aravkin, T. van Leeuwen, and F.J. Herrmann. Proceedings of the Society of Exploration Geophysicists (SEG), 2011.

Positron emission mammography: correlation of estrogen receptor, progresterone receptor, and human epidermal growth factor receptor 2 status and 18F-FDG. 
C. Wang, L. MacDonald, J. Rogers, A. Aravkin, D. Haseley, J. Beatty. AJR Am J Roentgenol. 2011 Aug; 197(2): W247-55.

2010

The unconstrained and inequality constrained moving horizon approach to robot localization.
G. Pillonetto, A.Y. Aravkin, and S. Carpin. Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems. 3830-3835, 2010.

2009

Intervention guidelines for neonatal hyperbilirubinemia: an evidence based quagmire.
R. Wennberg, C. Ahlfors and A. Aravkin, Curr. Pharm. Design 2009; 15(25):2939-45.

Technical Reports

K.N. Ramamurthy, A.Y. Aravkin, J.J. Thiagarajan. 2015.



Ċ
Sasha Aravkin,
Nov 20, 2014, 3:47 AM
Ċ
thesis.pdf
(5978k)
Sasha Aravkin,
Nov 20, 2014, 3:44 AM