do_experiment_synthetic: Perform experiments on synthetic datasets. # Perform...

Description Usage Arguments Value

View source: R/utilities_experiments.R

Description

Perform experiments on synthetic datasets. # Perform experiments on synthetic datasets.

Usage

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do_experiment_synthetic(classifier_list, datapath, savepath, R = NULL,
  Rmin = NULL, Rmax = NULL, z = NULL, alpha = NULL,
  prune_singletons = FALSE, seed = 42, seed_traintest = 42,
  early_stopping = FALSE)

Arguments

classifier_list

List of classifiers

datapath

Directory with the data files.

savepath

Path where to save the resutls.

R

Number of samples to use. Default isNULL in which case R = 1 + (1 / alpha) will be used by analyze_dataset.

Rmin

Ninimum number of replications to use for calculating p-values.

Rmax

Maximum number of replications to use for calculating p-values.

z

Parameter for confidence band for p-values. Use 1.96 for 95 percent, 2.25 for 97.5 percent and 2.57 for 99 percent. Default is 2.57.

alpha

Significance level (default is 0.05).

prune_singletons

Should singletons be pruned. Default is TRUE.

seed

Random seed, default is 42.

seed_traintest

Random seed used for splitting the data into training and testing sets, default is 42.

early_stopping

Use early stopping. Default is FALSE in which case Rmin samples are used to calculate p-values. If TRUE at least Rmin and at most Rmax values are used.

Value

Nothing.


bwrc/astrid-r documentation built on June 24, 2017, 8:05 p.m.