Practice of statistical inference

This book is not a textbook on statistical methods. Its aim is to sensitize statistical users to the limitations of the methods used. Limitations resulting directly from axioms, e.g. the theory of statistical hypothesis testing, or limitations that are a consequence of imperfections in the used stat...

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Autor principal: Szymczak, Wieslaw
Format: Online
Idioma:polonès
Publicat: Wydawnictwo Uniwersytetu Łódzkiego 2025
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Accés en línia:ONIX_20250307_9788381422123_88
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author Szymczak, Wieslaw
author_browse Szymczak, Wieslaw
author_facet Szymczak, Wieslaw
author_sort Szymczak, Wieslaw
collection Directory of Open Access Books
description This book is not a textbook on statistical methods. Its aim is to sensitize statistical users to the limitations of the methods used. Limitations resulting directly from axioms, e.g. the theory of statistical hypothesis testing, or limitations that are a consequence of imperfections in the used statistical software. The use of advanced software by people who do not know the basics of statistics will lead to often irrational decisions. In this book, I also present in a critical manner the issues of the assessment of the effect size and the observed power of statistical tests (observed power of applied tests). In the last chapter, I sketch different approaches to testing hypotheses than the Neyman-Pearson theory, Bayesian methods and maximum likelihood methods.
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spelling doab-20.500.12854ir-1539092025-03-07T12:28:03Z Practice of statistical inference Szymczak, Wieslaw Neyman-Pearson theory of testing hipotheses statistical paradigms Bayesian methods empirical power of statistical tests effect size This book is not a textbook on statistical methods. Its aim is to sensitize statistical users to the limitations of the methods used. Limitations resulting directly from axioms, e.g. the theory of statistical hypothesis testing, or limitations that are a consequence of imperfections in the used statistical software. The use of advanced software by people who do not know the basics of statistics will lead to often irrational decisions. In this book, I also present in a critical manner the issues of the assessment of the effect size and the observed power of statistical tests (observed power of applied tests). In the last chapter, I sketch different approaches to testing hypotheses than the Neyman-Pearson theory, Bayesian methods and maximum likelihood methods. 2025-03-07T12:28:02Z 2025-03-07T12:28:02Z 2019 book ONIX_20250307_9788381422123_88 9788381422123 9788381422116 https://directory.doabooks.org/handle/20.500.12854/153909 pol image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://www.press.uni.lodz.pl/index.php/wul/catalog/book/688 Wydawnictwo Uniwersytetu Łódzkiego electronic 10.18778/8142-211-6 This book is not a textbook on statistical methods. Its aim is to sensitize statistical users to the limitations of the methods used. Limitations resulting directly from axioms, e.g. the theory of statistical hypothesis testing, or limitations that are a consequence of imperfections in the used statistical software. The use of advanced software by people who do not know the basics of statistics will lead to often irrational decisions. In this book, I also present in a critical manner the issues of the assessment of the effect size and the observed power of statistical tests (observed power of applied tests). In the last chapter, I sketch different approaches to testing hypotheses than the Neyman-Pearson theory, Bayesian methods and maximum likelihood methods. 10.18778/8142-211-6 83bfe9c9-323d-4283-b087-d859fd9af314 9788381422123 9788381422116 electronic open access
spellingShingle Neyman-Pearson theory of testing hipotheses
statistical paradigms
Bayesian methods
empirical power of statistical tests
effect size
Szymczak, Wieslaw
Practice of statistical inference
title Practice of statistical inference
title_full Practice of statistical inference
title_fullStr Practice of statistical inference
title_full_unstemmed Practice of statistical inference
title_short Practice of statistical inference
title_sort practice of statistical inference
topic Neyman-Pearson theory of testing hipotheses
statistical paradigms
Bayesian methods
empirical power of statistical tests
effect size
topic_facet Neyman-Pearson theory of testing hipotheses
statistical paradigms
Bayesian methods
empirical power of statistical tests
effect size
url ONIX_20250307_9788381422123_88
work_keys_str_mv AT szymczakwieslaw practiceofstatisticalinference