downsample

Decrease the observations in a <code>task</code> or a <code>ResampleInstance</code>
to a given percentage of observations.

Interface to a large number of classification and regression
techniques, including machine-readable parameter descriptions. There
is also an experimental extension for survival analysis, clustering
and general, example-specific cost-sensitive learning. Generic
resampling, including cross-validation, bootstrapping and subsampling.
Hyperparameter tuning with modern optimization techniques, for single-
and multi-objective problems.  Filter and wrapper methods for feature
selection. Extension of basic learners with additional operations
common in machine learning, also allowing for easy nested resampling.
Most operations can be parallelized.

Patrick Schratz

Machine Learning in R

Bernd Bischl

Michel Lang

Lars Kotthoff

Julia Schiffner

Jakob Richter

Zachary Jones

Giuseppe Casalicchio

Mason Gallo

Jakob Bossek

Erich Studerus

Leonard Judt

Tobias Kuehn

Pascal Kerschke

Florian Fendt

Philipp Probst

Xudong Sun

Janek Thomas

Bruno Vieira

Laura Beggel

Quay Au

Martin Binder

Florian Pfisterer

Stefan Coors

Steve Bronder

Alexander Engelhardt

Christoph Molnar

Annette Spooner

downsample function

<dl><dt>obj</dt>
<dd>(Task | ResampleInstance) 
Input data or a <code>ResampleInstance</code>.</dd>
<dt>perc</dt>
<dd>(<code>numeric(1)</code>) 
Percentage from (0, 1).
Default is 1.</dd>
<dt>stratify</dt>
<dd>(<code>logical(1)</code>) 
Only for classification:
Should the downsampled data be stratified according to the target classes?
Default is <code>FALSE</code>.</dd></dl>

Arguments

Downsample (subsample) a task or a data.frame. — downsample

<dl>

<dt>obj</dt>
<dd>(Task | ResampleInstance) 
Input data or a <code>ResampleInstance</code>.</dd>


<dt>perc</dt>
<dd>(<code>numeric(1)</code>) 
Percentage from (0, 1).
Default is 1.</dd>


<dt>stratify</dt>
<dd>(<code>logical(1)</code>) 
Only for classification:
Should the downsampled data be stratified according to the target classes?
Default is <code>FALSE</code>.</dd>

</dl>

Downsample (subsample) a task or a data.frame.

downsample: Downsample (subsample) a task or a data.frame.

Description

Usage

Value

Arguments

See Also