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Statistical Foundations, Reasoning and Inference: For Science and Data Science

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Statistical Foundations, Reasoning and Inference: For Science and Data Science - Kauermann, Göran, and Küchenhoff, Helmut, and Heumann, Christian
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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 ...

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Statistical Foundations, Reasoning and Inference: For Science and Data Science 2022, Springer Nature Switzerland AG, Cham

ISBN-13: 9783030698294

Paperback

Statistical Foundations, Reasoning and Inference: For Science and Data Science 2021, Springer, Cham

ISBN-13: 9783030698263

2021 edition

Hardcover