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Fundamentals of Statistical Inference: What Is the Meaning of Random Error?
Paperback
Series: Springerbriefs in Applied Statistics and Econometrics
ISBN13: 9783030990909
Publisher: Springer Nature
Published: Aug 20 2022
Pages: 132
Weight: 0.48
Height: 0.32 Width: 6.14 Depth: 9.21
Language: English
The book elucidates the probabilistic foundations and the potential of sample-based inferences, including random data generation, effect size estimation, and the assessment of estimation uncertainty caused by random error. Based on a thorough understanding of those basics, it then describes the p-value concept and the null-hypothesis-significance-testing ritual, and finally points out the ensuing inferential errors. This provides readers with the competence to avoid ill-guided statistical routines and misinterpretations of statistical quantities in the future.
Intended for readers with an interest in understanding the role of statistical inference, the book provides a prudent assessment of the knowledge gain that can be obtained from a particular setof data under consideration of the uncertainty caused by random error. More particularly, it offers an accessible resource for graduate students as well as statistical practitioners who have a basic knowledge of statistics. Last but not least, it is aimed at scientists with a genuine methodological interest in the above-mentioned reform debate.
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