Statistical Rethinking
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Statistical Rethinking
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Author : Richard McElreath
language : en
Publisher: CRC Press
Release Date : 2018-01-03
Statistical Rethinking written by Richard McElreath and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-03 with Mathematics categories.
Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today’s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author’s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Statistical Rethinking
DOWNLOAD
Author : Richard McElreath
language : en
Publisher: CRC Press
Release Date : 2018-01-03
Statistical Rethinking written by Richard McElreath and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-03 with Mathematics categories.
Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today’s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author’s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Statistical Rethinking
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Author : Richard McElreath
language : en
Publisher:
Release Date : 2018
Statistical Rethinking written by Richard McElreath and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with R (Computer program language) categories.
Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers' knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today's model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web Resource The book is accompanied by an R package (rethinking) that is available on the author's website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.
Bayesian Statistics
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Author : Thomas J. Faulkenberry
language : en
Publisher: Taylor & Francis
Release Date : 2025-04-30
Bayesian Statistics written by Thomas J. Faulkenberry and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-30 with Mathematics categories.
Bayesian Statistics: The Basics provides a comprehensive yet accessible introduction to Bayesian statistics, specifically tailored for any researcher with an interest in statistical methods. It covers the theoretical foundations of Bayesian inference, contrasting it with classical statistical methods like null hypothesis significance testing. The book emphasizes key concepts such as prior and posterior distributions, Bayes’ theorem, and the Bayes factor, making them understandable even for readers with minimal mathematical backgrounds. Methodologically, the book offers practical, step-by-step guides on how to conduct Bayesian analyses using the free software package JASP. Each chapter focuses on applying Bayesian methods to common research designs with real-world data. Readers will benefit from the clear examples, visualizations, and JASP screenshots that ensure the learning experience is interactive and easy to follow. Full of practical content, the book emphasizes the advantages of Bayesian model comparison over traditional approaches, especially in quantifying evidence for competing hypotheses. Readers will also learn how to perform sensitivity analyses to assess the impact of different prior assumptions on their results. By the end of the book, readers will get both the theoretical understanding and practical skills to implement Bayesian methods in their own research, making it an invaluable resource for both novice and experienced researchers studying Bayesian statistics.
Discovering Statistics Using Ibm Spss Statistics
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Author : Andy Field
language : en
Publisher: SAGE Publications Limited
Release Date : 2024-02-22
Discovering Statistics Using Ibm Spss Statistics written by Andy Field and has been published by SAGE Publications Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-22 with Social Science categories.
With its unique combination of humour and step-by-step instruction, this award-winning book is the statistics lifesaver for everyone. From initial theory through to regression, factor analysis and multilevel modelling, Andy Field animates statistics and SPSS software with his famously bizarre examples and activities. Features: •Flexible coverage to support students across disciplines and degree programmes •Can support classroom or lab learning and assessment •Analysis of real data with opportunities to practice statistical skills •Highlights common misconceptions and errors •A revamped online resource that uses video, case studies, datasets, testbanks and more to help students negotiate project work, master data management techniques, and apply key writing and employability skills •Covers the range of versions of IBM SPSS Statistics©. All the online resources above (video, case studies, datasets, testbanks) can be easily integrated into your institution′s virtual learning environment or learning management system. This allows you to customize and curate content for use in module preparation, delivery and assessment.
Discovering Statistics Using Jasp
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Author : Andy Field
language : en
Publisher: SAGE Publications Limited
Release Date : 2025-03-28
Discovering Statistics Using Jasp written by Andy Field and has been published by SAGE Publications Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-28 with Social Science categories.
Unlock the world of statistics with Discovering Statistics using JASP, a comprehensive guide that brings the power of JASP software into the classroom. Building on the legacy of the acclaimed DSUSS series, this book distils complex statistical concepts into engaging, step-by-step content designed for undergraduate courses. Students will gain practical skills in data analysis without needing to learn coding, thanks to JASP’s intuitive point-and-click interface. This first edition also offers: Global relevance: Features international examples and case studies, making it ideal for diverse classroom settings. A student-focused approach: An abridged version tailored to undergraduate needs, with accessible summaries and practical solutions. Cutting-edge tools: Leverages free JASP software, supported by world-renowned experts and the University of Amsterdam. Alignment with open science: Encourages reproducibility and transparency in research practices. Perfect for undergraduates and lecturers alike, this book is the ultimate resource for mastering statistics with JASP. The wealth of online resources can be easily integrated into your institution′s virtual learning environment or learning management system. This allows you to customise and curate content for use in module preparation, delivery and assessment.
Teaching Mathematics Through Cross Curricular Projects
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Author : Elizabeth A. Donovan
language : en
Publisher: American Mathematical Society
Release Date : 2024-07-22
Teaching Mathematics Through Cross Curricular Projects written by Elizabeth A. Donovan and has been published by American Mathematical Society this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-22 with Mathematics categories.
This book offers engaging cross-curricular modules to supplement a variety of pure mathematics courses. Developed and tested by college instructors, each activity or project can be integrated into an instructor’s existing class to illuminate the relationship between pure mathematics and other subjects. Every chapter was carefully designed to promote active learning strategies. The editors have diligently curated a volume of twenty-six independent modules that cover topics from fields as diverse as cultural studies, the arts, civic engagement, STEM topics, and sports and games. An easy-to-use reference table makes it straightforward to find the right project for your class. Each module contains a detailed description of a cross-curricular activity, as well as a list of the recommended prerequisites for the participating students. The reader will also find suggestions for extensions to the provided activities, as well as advice and reflections from instructors who field-tested the modules. Teaching Mathematics Through Cross-Curricular Projects is aimed at anyone wishing to demonstrate the utility of pure mathematics across a wide selection of real-world scenarios and academic disciplines. Even the most experienced instructor will find something new and surprising to enhance their pure mathematics courses.
Rethinking College Education
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Author : George Allan
language : en
Publisher:
Release Date : 1997
Rethinking College Education written by George Allan and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Education categories.
Not a method of turning your degree back in and having your loans forgiven, but an argument that by becoming vocational schools measured by reduced cost and efficient production, colleges and universities are neglecting their essential purpose. The reason for college education, says Allan, is to provide an environment within which students can absorb the moral practices that determine how they can acquire and evaluate knowledge, best conduct their lives, and become responsible adults. He maintains that such learning requires imagination, dialogue, conversation, and cultured intercourse. Annotation copyrighted by Book News, Inc., Portland, OR
Serial Murder
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Author : Elliott Leyton
language : en
Publisher: Dartmouth Publishing Company
Release Date : 2000
Serial Murder written by Elliott Leyton and has been published by Dartmouth Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Law categories.
Psychiatry held centre court in relation to studies into serial murder up to the 1980s. Since that time a more generalised and scholarly approach has been taken and this volume assesses current ways of researching and commenting upon serial murder.
Journal Of The Indian Society Of Agricultural Statistics
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Author : Indian Society of Agricultural Statistics
language : en
Publisher:
Release Date : 1971
Journal Of The Indian Society Of Agricultural Statistics written by Indian Society of Agricultural Statistics and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1971 with Agriculture categories.
Includes articles along with Society's activities.