NAME
Statistics::Descriptive::Smoother - Base module for smoothing statistical data
SYNOPSIS
use Statistics::Descriptive::Smoother;
my $smoother = Statistics::Descriptive::Smoother->instantiate({
method => 'exponential',
coeff => 0.5,
data => [1, 2, 3, 4, 5],
samples => [110, 120, 130, 140, 150],
});
my @smoothed_data = $smoother->get_smoothed_data();
DESCRIPTION
This module provide methods to smooth the trend of a series of statistical data.
The methods provided are the Exponential
and the Weighted Exponential
(see respectively Statistics::Descriptive::Smoother::Exponential
and Statistics::Descriptive::Smoother::Weightedexponential
for more details).
This class is just a factory that will instantiate the object to perform the chosen smoothing algorithm.
METHODS
- Statistics::Descriptive::Smoother->instantiate({});
-
Create a new Smoother object.
This method require several parameters:
- method
-
Method used for the smoothing. Allowed values are:
exponential
andweightedexponential
- coeff
-
Smoothing coefficient. It needs to be in the [0;1] range, otherwise undef will be reutrned.
0
means that the series is not smoothed at all, while1
the series is universally equal to the initial unsmoothed value. - data
-
Array ref with the data of the series. At least 2 values are needed to smooth the series, undef is returned otherwise.
- samples
-
Array ref with the samples each data value has been built with. This is an optional parameter since it is not used by all the smoothing algorithm.
- $smoother->get_smoothing_coeff();
-
Returns the smoothing coefficient.
- $smoother->set_smoothing_coeff(0.5);
-
Set the smoothing coefficient value. It needs to be in the [0;1] range, otherwise undef will be reutrned.
AUTHOR
Fabio Ponciroli
COPYRIGHT
Copyright(c) 2012 by Fabio Ponciroli.
LICENSE
This file is licensed under the MIT/X11 License: http://www.opensource.org/licenses/mit-license.php.
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.