03450nam 22006735 450 991050266700332120250410122109.03-030-69827-010.1007/978-3-030-69827-0(CKB)4100000012038149(MiAaPQ)EBC6738623(Au-PeEL)EBL6738623(OCoLC)1272957381(PPN)258052341(DE-He213)978-3-030-69827-0(EXLCZ)99410000001203814920210930d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierStatistical Foundations, Reasoning and Inference For Science and Data Science /by Göran Kauermann, Helmut Küchenhoff, Christian Heumann1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (361 pages)Springer Series in Statistics,2197-568X3-030-69826-2 Includes bibliographical references and index.Introduction -- Background in Probability -- Parametric Statistical Models -- Maximum Likelihood Inference -- Bayesian Statistics -- Statistical Decisions -- Regression -- Bootstrapping -- Model Selection and Model Averaging -- Multivariate and Extreme Value Distributions -- Missing and Deficient Data -- Experiments and Causality.This textbook provides a comprehensive introduction to statistical principles, concepts and methods that are essential in modern statistics and data science. The topics covered include likelihood-based inference, Bayesian statistics, regression, statistical tests and the quantification of uncertainty. Moreover, the book addresses statistical ideas that are useful in modern data analytics, including bootstrapping, modeling of multivariate distributions, missing data analysis, causality as well as principles of experimental design. The textbook includes sufficient material for a two-semester course and is intended for master’s students in data science, statistics and computer science with a rudimentary grasp of probability theory. It will also be useful for data science practitioners who want to strengthen their statistics skills.Springer Series in Statistics,2197-568XStatisticsArtificial intelligenceData processingData miningStatisticsStatistical Theory and MethodsData ScienceData Mining and Knowledge DiscoveryStatistics in Engineering, Physics, Computer Science, Chemistry and Earth SciencesStatistics.Artificial intelligenceData processing.Data mining.Statistics.Statistical Theory and Methods.Data Science.Data Mining and Knowledge Discovery.Statistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences.519.5Kauermann Göran846427Küchenhoff HelmutHeumann Christian1962-MiAaPQMiAaPQMiAaPQBOOK9910502667003321Statistical foundations, reasoning and inference2886982UNINA