Software

Three machine learning toolkits are shotly described and available below: CORElearn,  SemiArtificial and ExplainPrediction.

CORElearn

The system supports feature evaluation, decision, regression trees, random forests, OrdEval algorithm, explanation of predictions and some machine learning utillities. The source code and binaries of the learning system CORElearn can be downloaded as:

CORElearn is available under the GNU public license (GPLv3 or later). Other licensing might be possible.

Some of the functionality and features are described in my papers. The R package contains the documentation which applies also to the standalone version.

SemiArtificial

 

The system for generating new data based on properties of existing one is available via CRAN. Current development version is semiArtificial 2.0.1 (September 4th, 2015). The working principles are described in my papers.

ExplainPrediction

 

The package allows explanation of predictions of a given prediction model. Two explanation methods (EXPLAIN and IME) and two levels of prediction explanations are available: 


The package is available via CRAN. Current development version is ExplainPrediction 1.1.2 (03 October, 2015) and windows binary. The working principles are described in my papers.


Home page of  Marko Robnik Šikonja.