Was applied in a great variety of areas for deep learning and knowledge discovery, forecasting and data mining, optimization and pattern recognition. Inductive GMDH algorithms give possibility to find automatically interrelations in data, to select an optimal structure of model or network and to increase the accuracy of existing algorithms. Optimal complexity of the model structure is found, adequate to the level of noise in data sample.

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