03408nam 22005415 450 991048385570332120200701025319.03-030-14298-110.1007/978-3-030-14298-8(CKB)4100000007816273(MiAaPQ)EBC5738771(DE-He213)978-3-030-14298-8(PPN)243767587(EXLCZ)99410000000781627320190320d2020 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierBig Data: Conceptual Analysis and Applications[electronic resource] /by Michael Z. Zgurovsky, Yuriy P. Zaychenko1st ed. 2020.Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (298 pages)Studies in Big Data,2197-6503 ;583-030-14297-3 Cluster Analysis in Big Data Mining -- Deep Neural Networks and Hybrid GMDH – Neuro-fuzzy Networks in Big Data Analysis -- Pattern Recognition in Big Data Analysis -- Intellectual analysis of systemic world conflicts and global forecast for the 21st century. .The book is devoted to the analysis of big data in order to extract from these data hidden patterns necessary for making decisions about the rational behavior of complex systems with the different nature that generate this data. To solve these problems, a group of new methods and tools is used, based on the self-organization of computational processes, the use of crisp and fuzzy cluster analysis methods, hybrid neural-fuzzy networks, and others. The book solves various practical problems. In particular, for the tasks of 3D image recognition and automatic speech recognition large-scale neural networks with applications for Deep Learning systems were used. Application of hybrid neuro-fuzzy networks for analyzing stock markets was presented. The analysis of big historical, economic and physical data revealed the hidden Fibonacci pattern about the course of systemic world conflicts and their connection with the Kondratieff big economic cycles and the Schwabe–Wolf solar activity cycles. The book is useful for system analysts and practitioners working with complex systems in various spheres of human activity. .Studies in Big Data,2197-6503 ;58Computational intelligenceArtificial intelligenceBig dataComputational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Big Datahttps://scigraph.springernature.com/ontologies/product-market-codes/I29120Computational intelligence.Artificial intelligence.Big data.Computational Intelligence.Artificial Intelligence.Big Data.005.7Zgurovsky Michael Zauthttp://id.loc.gov/vocabulary/relators/aut942563Zaychenko Yuriy Pauthttp://id.loc.gov/vocabulary/relators/autBOOK9910483855703321Big Data: Conceptual Analysis and Applications2597580UNINA