mutUniformMetaReset

<code>[integer]</code> binary individual with values 0 or 1.

<code>[numeric(1)]</code> entry-wise reset probability.

<code>[matrix]</code> columns of probabilities to draw 1-bit per entry, if reset is performed.
Must have <code>length(ind)</code> rows and <code>length(reset.dist.weights)</code> columns.

reset.dists

<code>[numeric]</code> weight vector to select among <code>reset.dists</code> columns.

reset.dist.weights

Performs <code>mutUniformReset</code> with <code>reset.dist = reset.dists %*% reset.dist.weights</code>.

Performs simultaneous hyperparameter tuning and
feature selection through both single-objective and multi-objective
optimization as described in Binder, Moosbauer et al. (2019) <arXiv:1912.12912>.
Uses the 'ecr'-package as basis but adds mixed integer
evolutionary strategies and multi-fidelity functionality as well as operators
specific for the problem of feature selection.

Martin Binder

mosmafs

Multi-Objective Simultaneous Model and Feature Selection

Susanne Dandl

Julia Moosbauer

mutUniformMetaReset function

<dl><dt>ind</dt>
<dd><code>[integer]</code> binary individual with values 0 or 1.</dd>
<dt>p</dt>
<dd><code>[numeric(1)]</code> entry-wise reset probability.</dd>
<dt>reset.dists</dt>
<dd><code>[matrix]</code> columns of probabilities to draw 1-bit per entry, if reset is performed.
Must have <code>length(ind)</code> rows and <code>length(reset.dist.weights)</code> columns.</dd>
<dt>reset.dist.weights</dt>
<dd><code>[numeric]</code> weight vector to select among <code>reset.dists</code> columns.</dd></dl>

Arguments

Parametrised Uniform Reset for Binary Parameters — mutUniformMetaReset

<dl>

<dt>ind</dt>
<dd><code>[integer]</code> binary individual with values 0 or 1.</dd>


<dt>p</dt>
<dd><code>[numeric(1)]</code> entry-wise reset probability.</dd>


<dt>reset.dists</dt>
<dd><code>[matrix]</code> columns of probabilities to draw 1-bit per entry, if reset is performed.
Must have <code>length(ind)</code> rows and <code>length(reset.dist.weights)</code> columns.</dd>


<dt>reset.dist.weights</dt>
<dd><code>[numeric]</code> weight vector to select among <code>reset.dists</code> columns.</dd>

</dl>

mutUniformMetaReset: Parametrised Uniform Reset for Binary Parameters

Description

Usage

Value

Arguments