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Statistical Foundations, Reasoning and Inference

Name: Statistical Foundations, Reasoning and Inference
Brand: Springer, Berlin
SKU: 41526960
Price: 32686 HUF
Availability: InStock
Author: Göran Kauermann
ISBN: 9783030698294

For Science and Data Science

Göran Kauermann

Helmut Küchenhoff

Christian Heumann

Language

English

Book Paperback

Libristo code: 41526960

Publishers Springer, Berlin, November 2021

This textbook provides a comprehensive introduction to statistical principles, concepts and methods... Full description

Libristo code: 41526960

226 b

32 686 Ft

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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.