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Some example codes for Chebyshev steps

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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)

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