GMDH Shell is an easy-to-use yet comprehensive application designed for predictive modeling and data mining. The software combines well proven machine learning technology and extended capabilities for effective use of multi-core, multiprocessor and clustered computers. GMDH Shell makes processing of data much easier in many aspects. It is able to automatically detect usable data inside a file, transform data according to a problem type, drop irrelevant inputs and, finally, construct a set of predictive models at the base of optimal complexity detection and self-organization principals. Notable capabilities of the software environment: Time series forecasting, classification and continuous value prediction. Linear and non-linear multiparametric GMDH models. Estimation of variables' importance. FEATURES: · Processing of CSV and XLS files including sets of files. · Handling of missing values. · Text variable detection. · Encoding and binary decomposition of text variables. · One-click result recalculation for dynamically updated data files. · Background execution mode via command line. · Support for muti-core processors.
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