frb.dm_kde.pdf_fns

Functions to for making PDFs

frb.dm_kde.pdf_fns.make_pdf(distribution, num_of_draws, grid, stepsize)[source]

Makes PDF of given distribution

Parameters:
  • distribution (array) – Array of values describing PDF.

  • num_of_draws (int) – Number of samples for PDF.

  • grid (array) – Desired grid for PDF.

  • stepsize (float) – Stepsize of desired grid.

Outputs:
draws (array):

Samples drawn from PDF.

distribution_scaled (array):

PDF corresponding to input grid.

frb.dm_kde.pdf_fns.make_kde_funtion(grid, draws, min_bandwidth, max_bandwidth, bandwidth_stepsize, cv, kernel)[source]

cv is number of cross-validation folds