Statistical Foundations, Reasoning and Inference

Statistical Foundations, Reasoning and Inference

For Science and Data Science

Kuechenhoff, Helmut; Kauermann, Goeran; Heumann, Christian

Springer Nature Switzerland AG

10/2022

356

Mole

Inglês

9783030698294

15 a 20 dias

Descrição não disponível.
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.
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statistical reasoning;statistical inference;data science;data analytics;statistics for data science;statistical foundations;likelihood-based inference;Bayesian statistics;statistical tests;uncertainty quantification;bootstrapping;missing data;causality;multivariate distributions