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Aleksandr Y. Aravkin

Identifiers

  • name variant Aleksandr Y. Aravkin 0.60 · backfill

Papers (39)

  1. A Unified Framework for Sparse Relaxed Regularized Regression: SR3 stat.ML · 2018 · author #5
  2. Computer Assisted Localization of a Heart Arrhythmia q-bio.TO · 2018 · author #4
  3. Learning Nonlinear Brain Dynamics: van der Pol Meets LSTM stat.ML · 2018 · author #3
  4. Generalized Linear Model for Gamma Distributed Variables via Elastic Net Regularization stat.ME · 2018 · author #2
  5. Mean Reverting Portfolios via Penalized OU-Likelihood Estimation q-fin.PM · 2018 · author #3
  6. Fast Robust Methods for Singular State-Space Models math.OC · 2018 · author #2
  7. Learning Robust Representations for Computer Vision stat.ML · 2017 · author #2
  8. Time Series Using Exponential Smoothing Cells stat.ML · 2017 · author #2
  9. Total-variation regularization strategies in full-waveform inversion math.OC · 2016 · author #4
  10. Boosting as a kernel-based method stat.ML · 2016 · author #1
  11. Efficient quadratic penalization through the partial minimization technique math.OC · 2016 · author #1
  12. Dynamic matrix factorization with social influence stat.ML · 2016 · author #1
  13. Dual Smoothing and Level Set Techniques for Variational Matrix Decomposition stat.ML · 2016 · author #1
  14. Level-set methods for convex optimization math.OC · 2016 · author #1
  15. Automatic Inference of the Quantile Parameter stat.ML · 2015 · author #2
  16. Robust EM kernel-based methods for linear system identification cs.SY · 2014 · author #2
  17. Beyond L2-Loss Functions for Learning Sparse Models stat.ML · 2014 · author #2
  18. Sparse Quantile Huber Regression for Efficient and Robust Estimation stat.ML · 2014 · author #1
  19. Outlier robust system identification: a Bayesian kernel-based approach stat.ML · 2013 · author #2
  20. Generalized system identification with stable spline kernels stat.ML · 2013 · author #1
  21. Accelerating Hessian-free optimization for deep neural networks by implicit preconditioning and sampling cs.LG · 2013 · author #4
  22. Improvements to deep convolutional neural networks for LVCSR cs.LG · 2013 · author #8
  23. Semistochastic Quadratic Bound Methods stat.ML · 2013 · author #1
  24. Fast Dual Variational Inference for Non-Conjugate LGMs stat.ML · 2013 · author #2
  25. Robust and Trend Following Student's t Kalman Smoothers math.OC · 2013 · author #1
  26. Kalman smoothing and block tridiagonal systems: new connections and numerical stability results math.NA · 2013 · author #1
  27. Linear system identification using stable spline kernels and PLQ penalties stat.ML · 2013 · author #1
  28. Optimization viewpoint on Kalman smoothing, with applications to robust and sparse estimation math.OC · 2013 · author #1
  29. Convex vs nonconvex approaches for sparse estimation: GLasso, Multiple Kernel Learning and Hyperparameter GLasso stat.ML · 2013 · author #1
  30. Fast methods for denoising matrix completion formulations, with applications to robust seismic data interpolation stat.ML · 2013 · author #1
  31. The connection between Bayesian estimation of a Gaussian random field and RKHS stat.ML · 2013 · author #1
  32. Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory stat.ML · 2013 · author #1
  33. Sparse seismic imaging using variable projection math.OC · 2012 · author #1
  34. Smoothing Dynamic Systems with State-Dependent Covariance Matrices math.OC · 2012 · author #1
  35. Variational properties of value functions math.OC · 2012 · author #1
  36. Estimating Nuisance Parameters in Inverse Problems math.NA · 2012 · author #1
  37. A statistical and computational theory for robust and sparse Kalman smoothing math.OC · 2011 · author #1
  38. Student's T Robust Bundle Adjustment Algorithm stat.CO · 2011 · author #1
  39. Robust and Trend-following Kalman Smoothers using Student's t stat.CO · 2010 · author #1

Mentions

  • 1403.6706 #2 · backfill · confidence 0.70 Aleksandr Y. Aravkin
  • 1402.4624 #1 · backfill · confidence 0.70 Aleksandr Y. Aravkin
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  • 1309.1508 #4 · backfill · confidence 0.70 Aleksandr Y. Aravkin
  • 1309.1501 #8 · backfill · confidence 0.70 Aleksandr Y. Aravkin
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  • 1111.1400 #1 · backfill · confidence 0.70 Aleksandr Y. Aravkin
  • 1001.3907 #1 · backfill · confidence 0.70 Aleksandr Y. Aravkin

Frequent Coauthors