Developments and prospects of GMDH-based inductive modeling

V Stepashko - Advances in Intelligent Systems and Computing II …, 2018 - Springer
The article provides information on the historical development of the scientific direction of
inductive modeling, originated by Ukrainian scholar Professor Oleksiy Ivakhnenko in 1968 …

Construction and research of the generalized iterative GMDH algorithm with active neurons

V Stepashko, O Bulgakova, V Zosimov - … , CSIT 2017, September 5-8 Lviv …, 2018 - Springer
Abstract Architecture of the generalized iterative algorithm GIA GMDH with active neurons is
presented based on hybridization of iterative and combinatorial search schemes and the …

Hybrid searching GMDH-GA algorithm for solving inductive modeling tasks

V Stepashko, O Moroz - … Conference on Data Stream Mining & …, 2016 - ieeexplore.ieee.org
The paper presents a novel hybrid searching COMBI GMDH-GA algorithm with GA used to
discover model of optimal structure quickly because of avoiding exhaustive search. The …

Inductive building of search results ranking models to enhance the relevance of text information retrieval

V Zosimov, V Stepashko… - 2015 26th International …, 2015 - ieeexplore.ieee.org
The article describes a method for constructing a model for ranking the search engine
delivery on the Internet using inductive GMDH algorithms. The method makes it possible to …

Hybrid sorting-out algorithm COMBI-GA with evolutionary growth of model complexity

O Moroz, V Stepashko - Advances in Intelligent Systems and Computing II …, 2018 - Springer
Paper presents latest achievements in the development of the sorting-out hybrid COMBI-GA
algorithm based on a new mechanism of evolutionary growth of models complexity to find …

GMDH-based modified polynomial neural network algorithm

AV Tyryshkin, AA Andrakhanov, AA Orlov - Chapter, 2015 - books.google.com
The polynomial neural network (PNN) represents a multilayer structure made of neurons
(partial descriptions), comprised of the polynomial functions from one or more arguments …

Numerical study of the generalized iterative algorithm GIA GMDH with active neurons

O Bulgakova, V Stepashko… - 2017 12th International …, 2017 - ieeexplore.ieee.org
The results of computational investigation of the generalized iterative algorithm GIA GMDH
with active neurons are presented. The algorithm's architecture is based on hybridization of …

Inductive modeling from historical perspective

V Stepashko - 2017 12th International Scientific and Technical …, 2017 - ieeexplore.ieee.org
The article describes typical problems solved by means of inductive modeling, provides
information on the development of this scientific direction in Ukraine and abroad …

SYNTHESIS TRENDS OF FORECASTING USING INDUCTIVE MODELING METHODS

E Skakalina - Системи управління, навігації та зв'язку …, 2021 - journals.nupp.edu.ua
Modern development of computer technology and the possibility of implementing
calculations in parallel allow to solve increasingly large-scale problems of numerical …