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Information × Registration Number 0218U006437, 0116U007419 , R & D reports Title Methods and tools of computational intelligence and parallel computing for large data processing in diagnostic systems. popup.stage_title Head Subbotin Sergey Alexandrovich, Registration Date 14-05-2018 Organization Zaporizhzhia National Technical University popup.description2 The object of research is the process of intelligent data-driven diagnosis. The purpose of the work is to develop and study methods and software for high-performance intelligent processing of large data in technical and biomedical diagnostic systems. Methods of research - methods of computational intelligence, methods of decision making theory, optimization, parallel computing. In the development of mathematical support for intelligent processing of large-scale data in diagnostic and decision-making tasks the analysis of methods for deep training of neural networks was carried out. The method for extracting production rules based on the parallel construction of intelligent models, generalizing given data samples in the form of models based on decision trees, associative rules, negative selection is. The proposed methods allow to significantly reduce the time costs for the synthesis of models in solving practical problems characterized by large volumes of diagnostic data, as well as tasks where it is necessary to modify already existing diagnostic and recognition models in connection with the appearance of new information as a result of monitoring the state of the objects under investigation, or processes. At the same time, it is possible to synthesize models with high approximation and generalization abilities. Research projcet results are recommended for use in solving diagnostic tasks, non-destructive testing, etc. Product Description popup.authors Гофман Євгеній Олександрович Колпакова Тетяна Олексіївна Корнієнко Олександр Вікторович Миронова Наталя Олексіївна Олійник Андрій Олександрович Пришляк Михайло Юрійович Скрупський Степан Юрійович Субботін Сергій Олександрович Федорончак Тетяна Василівна popup.nrat_date 2020-04-02 Close