Regression grid search tool

Authors

Ing. Zoltán Galáž, Ing. Jiří Mekyska, prof. Ing. Zdeněk Smékal, CSc.

Download

It is possible to download software here.

Description

In the field of biomedical signal processing (e.g. pathological speech signal processing), often it is necessary to use binary regression analysis. For this purpose, the researchers nowadays use multiple sophisticated regression techniques and metrics to evaluate regression models. Regression grid search tool (RGST) provides an easy and fast way to optimize selected regression model.

Software RAT provides 5 possible regression techniques: Classification and Regression Trees (CART), Ordinal Regression (OR), Linear Regression (LR), Support Vector Machines Regression (SVMR), Gaussian Process Regression (GPR). It also provides 10 metrics for evaluating quality of regression process: Gini Index (GI), Absolute Error (AE), Mean Absolute Error (MAE), Squared Error (SE), Mean Squared Error (MSE), etc.

The package also provides the function for errorgraph-based visualization of the optimization process. The RGST software is written in the MATLAB programming environment. The testing scripts can be used to test functionality of the software


Projects

This work was supported by projects AZV 16-30805A and LO1401. The described research was performed in laboratories supported by the SIX project; the registration number CZ.1.05/2.1.00/03.0072, the operational program Research and Development for Innovation.

License

To negotiate the license terms of use of this software please contact the responsible person Ing. Lukas Novak at Technology Transfer Office, Brno University of Technology, Kounicova 966/67a, Veveří, 60200, Brno, Czech Republic, novak@ro.vutbr.cz.