Registration Number
0212U002981,
0110U000458
, R & D reports
Title
Evolving hybrid systems of computational intelligence with variable structure for data mining
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Head
Bodyanskiy Yevgeniy Volodymyrovych, Доктор технічних наук
Registration Date
23-03-2012
Organization
Kharkiv National University of Radioelectronics
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Object of research - intelligent data mining based on the evolving hybrid computational intelligence systems with variable structure under the conditions of complete or partial a priory and current uncertainty. Goal of research is to construct GMDH-neural network with hybrid neuron as ortho-neuron, Q-neuron and adaptive wavelon, which have increasing approximation properties, decision making methods for instance state under uncertainty conditions based on evolutionary interval fuzzy models. The evolutionary architecture with ortho-neurons, Q-neurons and adaptive wavelons what allow to increase both approximation properties and learning rate are introduced. The GMDH-wavelet-neuro-fuzzy network based on proposed hybrid neuron are proposed. The hybrid wavelet-neuro-fuzzy networks which compose both cascaded and GMDH-systems advantages are introduced. Evolutionary hybrid identification models of nonlinear dynamical plant with variable structure based on fuzzy neural network and artificial immune systems and decision making methods for instance state under uncertainty conditions based on evolutionary interval fuzzy models are proposed.
Product Description
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Аксак Н.Г.
Андрієнко К.О.
Балакірева О.Г.
Близнюк В.Г.
Бодянський Є.В.
Вікторов Є.О.
Винокурова О.А.
Волкотруб С. В.
Глушенкова І.С.
Губін В.О.
Долотов А.І.
Дрюк О.Д.
Касаткіна Н.В.
Кириченко Л.О.
Кобозєв О.О.
Корабльов М.М.
Корнєєв Е.О.
Корніловський А.В.
Костіна З.Л.
Кучеренко Є.І.
Кушнарьов М.В.
Лебьодкіна А.Ю.
Макогон А.Е.
Машталір С.В.
Мельникова М.О.
Мохаммад Амін Салех
Новосельцев І.В.
Плісс І.П.
Попов С.В.
Сліпченко О.В.
Сорокіна І.В.
Тімофєєв В.О.
Творошенко І.С.
Тесленко Н.О.
Тищенко О.К.
Філатов В.О.
Філатов В.О.
Фомічев А.А.
Чапланова О.Б.
Чепенко Т.Є.
Чуб О.В.
Шкловець А.В.
Шкуро К.О.
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2020-04-02
