mutUniformReset

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

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

<code>[numeric]</code> probability to draw 1-bit per entry, if reset is performed.
<code>reset.dist</code> can be length 1 or same length as <code>ind</code> (which uses a different distribution for each bit).

reset.dist

For each bit individually, decide with probability <code>p</code> to "reset" it to an
equilibrium distribution which is specified by <code>reset.dist</code>: a bit being
reset is set to 1 with probability <code>reset.dist</code> and set to 0 with probability
(1 - <code>reset.dist</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

mutUniformReset 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.dist</dt>
<dd><code>[numeric]</code> probability to draw 1-bit per entry, if reset is performed.
<code>reset.dist</code> can be length 1 or same length as <code>ind</code> (which uses a different distribution for each bit).</dd></dl>

Arguments

Uniform Reset for Binary Parameters — mutUniformReset

<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.dist</dt>
<dd><code>[numeric]</code> probability to draw 1-bit per entry, if reset is performed.
<code>reset.dist</code> can be length 1 or same length as <code>ind</code> (which uses a different distribution for each bit).</dd>

</dl>

mutUniformReset: Uniform Reset for Binary Parameters

Description

Usage

Value

Arguments