03989nam 22007215 450 991015185790332120200701140747.03-319-43222-210.1007/978-3-319-43222-9(CKB)3710000000952899(DE-He213)978-3-319-43222-9(MiAaPQ)EBC4743985(PPN)197140637(EXLCZ)99371000000095289920161115d2016 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierAn Introduction to Transfer Entropy Information Flow in Complex Systems /by Terry Bossomaier, Lionel Barnett, Michael Harré, Joseph T. Lizier1st ed. 2016.Cham :Springer International Publishing :Imprint: Springer,2016.1 online resource (XXIX, 190 p. 24 illus., 21 illus. in color.) 3-319-43221-4 Includes bibliographical references and index.Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks.This book considers a relatively new metric in complex systems, transfer entropy, derived from a series of measurements, usually a time series. After a qualitative introduction and a chapter that explains the key ideas from statistics required to understand the text, the authors then present information theory and transfer entropy in depth. A key feature of the approach is the authors' work to show the relationship between information flow and complexity. The later chapters demonstrate information transfer in canonical systems, and applications, for example in neuroscience and in finance. The book will be of value to advanced undergraduate and graduate students and researchers in the areas of computer science, neuroscience, physics, and engineering.Artificial intelligenceApplied mathematicsEngineering mathematicsStatistical physicsDynamical systemsNeurosciencesComputersArtificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Mathematical and Computational Engineeringhttps://scigraph.springernature.com/ontologies/product-market-codes/T11006Complex Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/P33000Neuroscienceshttps://scigraph.springernature.com/ontologies/product-market-codes/B18006Theory of Computationhttps://scigraph.springernature.com/ontologies/product-market-codes/I16005Statistical Physics and Dynamical Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/P19090Artificial intelligence.Applied mathematics.Engineering mathematics.Statistical physics.Dynamical systems.Neurosciences.Computers.Artificial Intelligence.Mathematical and Computational Engineering.Complex Systems.Neurosciences.Theory of Computation.Statistical Physics and Dynamical Systems.006.3Bossomaier Terryauthttp://id.loc.gov/vocabulary/relators/aut62672Barnett Lionelauthttp://id.loc.gov/vocabulary/relators/autHarré Michaelauthttp://id.loc.gov/vocabulary/relators/autLizier Joseph Tauthttp://id.loc.gov/vocabulary/relators/autBOOK9910151857903321An Introduction to Transfer Entropy2214300UNINA