Książka Statistical Foundations, Reasoning and Inference Göran Kauermann

Statistical Foundations, Reasoning and Inference

For Science and Data Science

Język: Angielski
Oprawa: Miękka
Wydawca: Springer, Berlin
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
353.03
This textbook provides a comprehensive introduction to statistical principles, concepts and methods...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2022
strony
356
EAN
9783030698294
Enbook ID
41526960
Waga
563
Wymiary
155 x 235 x 21

Pełny opis

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.

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