Features & Benefits


  • Time Series Forecasting
  • Classification
  • Polynomial Regression
  • Curve Fitting
  • Data Visualization
  • Export of Models to Excel
  • Automatic Variables Selection
  • Batch Processing

Data Visualization and Interactive Graphics

GMDH Shell features 12 built-in data visualization and data exploration options including statistics, line and bar charts, 3D scatter plots and surfaces. The program implements so-called in-memory visualization, all charts and graphics are interactive and all changes appear immediately after your input.


Easy-to-Use But Comprehensive Data Manager Tool

Our built-in data manipulation tool called Data Manager provides a simple point-and-click interface for selection of input and output variables, transformation of variables, processing of date and time, application of country-specific holiday calendars, transformations dedicated to time series analysis. You can set up GMDH Shell to extract, transform and load (ETL) your data to a specified file or set of files.


State of the Art Machine Learning and Data Mining Algorithms

There are two main algorithms available. Combinatorial GMDH algorithm that allows you to build simple optimally-complex predictive models without overfitting and GMDH-type neural networks (polynomial neural networks) that give you even more power because of self-tuning flexible architecture and optimally-complex model detection.  
GMDH-type neural networks select the number of layers and relevant inputs automatically,
no data normalization is necessary and experimental results do not vary when you run program with the same settings.


Pre-Configured Templates

4 preconfigured problem-specific templates solve time series tasks, perform classification, regression and curve fitting. All templates are already pre-configured for the best results, so you don’t have to adjust core algorithm settings while using templates.


Export of Models to Excel

Models and predictions you create could be easily exported to Excel where you can continue to use Excel environment to analyze results and score new data.

 

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