/Chebyshev

Some example codes for Chebyshev steps

Primary LanguageJupyter Notebook

Chebyshev

Some example codes for Chebyshev steps

The repository contains some codes implementing Chebyshev steps proposed in "Convergence Acceleration via Chabyshev Steps: Plausible interpretation of Deep Unfolded Gradient Descent" S. Takabe and T. Wadayama, to be submitted IEEE Trans. on Signal Processing

  • DUGD_LMS_example.ipyb : An example code of deep unfoloded gradient descent (ipython notebook using pytorch)
  • CHGD_MSE.ipyb: An example code of Chebyshev Gradient Descent (ipyhon notebook using pytorch)
  • Jacobi.ipynb : Chebyshev PSOR for Jacobi method (ipython notebook using pytorch)