03370nam 22007095 450 991025430070332120250408081514.03-319-64671-010.1007/978-3-319-64671-8(CKB)3710000001631071(MiAaPQ)EBC4978947(DE-He213)978-3-319-64671-8(PPN)203851714(EXLCZ)99371000000163107120170816d2017 u| 0engurcnu||||||||rdacontentrdamediardacarrierAlgorithms and Programs of Dynamic Mixture Estimation Unified Approach to Different Types of Components /by Ivan Nagy, Evgenia Suzdaleva1st ed. 2017.Cham :Springer International Publishing :Imprint: Springer,2017.1 online resource (113 pages) illustrations, tablesSpringerBriefs in Statistics,2191-54583-319-64670-2 Includes bibliographical references.Introduction -- Basic Models -- Statistical Analysis of Dynamic Mixtures -- Dynamic Mixture Estimation -- Program Codes -- Experiments -- Appendices.This book provides a general theoretical background for constructing the recursive Bayesian estimation algorithms for mixture models. It collects the recursive algorithms for estimating dynamic mixtures of various distributions and brings them in the unified form, providing a scheme for constructing the estimation algorithm for a mixture of components modeled by distributions with reproducible statistics. It offers the recursive estimation of dynamic mixtures, which are free of iterative processes and close to analytical solutions as much as possible. In addition, these methods can be used online and simultaneously perform learning, which improves their efficiency during estimation. The book includes detailed program codes for solving the presented theoretical tasks. Codes are implemented in the open source platform for engineering computations. The program codes given serve to illustrate the theory and demonstrate the work of the included algorithms.SpringerBriefs in Statistics,2191-5458ProbabilitiesStatisticsSystem theoryControl theoryComputer simulationAlgorithmsProbability TheoryStatistical Theory and MethodsSystems Theory, ControlComputer ModellingAlgorithmsProbabilities.Statistics.System theory.Control theory.Computer simulation.Algorithms.Probability Theory.Statistical Theory and Methods.Systems Theory, Control.Computer Modelling.Algorithms.519.544Nagy Ivanauthttp://id.loc.gov/vocabulary/relators/aut766766Suzdaleva Evgeniaauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910254300703321Algorithms and Programs of Dynamic Mixture Estimation2018987UNINA