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Robust non-parametric regression via incoherent subspace projections

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Publication:2071515
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DOI10.1007/s10994-021-06045-zOpenAlexW3197260880MaRDI QIDQ2071515

Bhaskar Mukhoty, Subhajit Dutta, Purushottam Kar

Publication date: 28 January 2022

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-021-06045-z



Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)



Uses Software

  • tvreg
  • DnCNN
  • Sever


Cites Work

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  • A mathematical introduction to compressive sensing
  • Sharp recovery bounds for convex demixing, with applications
  • Fast global convergence of gradient methods for high-dimensional statistical recovery
  • Completing Any Low-rank Matrix, Provably
  • Incoherence-Optimal Matrix Completion
  • Signal Recovery on Incoherent Manifolds
  • Stable and Robust Sampling Strategies for Compressive Imaging
  • Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
  • Reconstruction under outliers for Fourier-sparse functions
  • Model-Based Compressive Sensing
  • Mercer’s Theorem, Feature Maps, and Smoothing
  • Noiselets


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