The General Monotone Model (GeMM) in R
with Order Constrained Linear Optimization (OCLO). This is an R version of the non-parametric regression algorithm proposed by Dougherty & Thomas (2012). The base OCLO algorithm works as follows:
The resulting ocloFit
object is an S3 class object. We're working on increasing usability and writing a proper vignette. Information on the basis for GeMM can be found in the original paper.
You can install oclo
via GitHub:
library(devtools)
install_github("joetidwell/oclo")
This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.
You should have received a copy of the GNU General Public License along with this program. If not, see http://www.gnu.org/licenses/.
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