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Description
  • The goal of the project is to contribute to theoretical analysis of distributed computational systems (which include systems applied used in so called softcomputing such as neural networks, kernel, radial and fuzzy models) and to apply theoretical results to design of hybrid machine-learning algorithms, to realize software implementation of these algorithms and to verify their efficiency on infrastructure data. (en)
  • Cílem projektu je vývoj teorie složitosti inteligentních distribuovaných výpočetních systémů, návrh algoritmů jejich učení, softwarová implementace těchto algoritmů a jejich testování na datech z oblasti infrastruktury.
Title
  • Analysis of Intelligent Computational Distributed Systems (en)
  • Analýza inteligentních distribuovaných výpočetních systémů
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  • OC10047
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  • computational intelligence; softcomputing; neural networks; kernel; radial and fuzzy models; model complexity; learning algorithms (en)
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  • Results of the project contributed to theoretical analysis of distributed computational systems which include neural networks, radial and kernel models, and fuzzy systems. On the basis of theoretical results, hybrid machine-learning algorithms were designed, their software implementation was realized, its functionality was verified on infrastructure data. (en)
  • Výsledky projektu přispěly k teoretické analýze distribuovaných výpočetních systémů zahrnujích neuronové sítě, jádrové a radiální modely a fuzzy systémy. V návaznosti na teoretické výsledky byly navrženy hybridní algoritmy strojového učení, realizována jejich implementace jako softwarového nástroje a ověřena funkčnost na datech z oblasti infrastruktury. (cs)
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  • computational intelligence
  • neural networks
  • kernel
  • model complexity
  • radial and fuzzy models
  • softcomputing
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