plot_paropt

plot_paropt

It plots the grid search results of the hyperparameter optimization.

Syntax

  plot_paropt(res, split, metrics, varargin)

Inputs

res [struct]

res structure containing information about results and plot specifications
split [int]

index of data split to be used
metrics ['trcorrel', 'correl', 'trcovar', 'covar', 'trexvarx', 'exvarx', 'trexvary', 'exvary', 'simwx', 'simwy', 'simwxy', 'correl+simwxy']

metrics to be plotted as a function of hyperparameter grid, each metric in a separate subplot
varargin [name-value pairs]

additional options can be passed via name-value pairs with dot notation supported

Examples

   % Plot hyperparameter surface for grid search results
   plot_paropt(res, 1, {'correl', 'simwx', 'simwy'}, ...
   'gen.figure.Position', [500 600 1200 400], 'gen.axes.FontSize', 20, ...
   'gen.axes.XScale', 'log', 'gen.axes.YScale', 'log');

hyperparameter_surface