Beyond Significance Testing
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Beyond Significance Testing Reforming Data Analysis Methods In Behavioral Research
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Author : Rex B. Kline
language : en
Publisher: Amer Psychological Assn
Release Date : 2004-01-01
Beyond Significance Testing Reforming Data Analysis Methods In Behavioral Research written by Rex B. Kline and has been published by Amer Psychological Assn this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004-01-01 with Psychology categories.
Annotation "The book is intended for applied researchers and students who may not have quantitative backgrounds. Readers will learn how to measure effect size on continuous or dichotomous outcomes in comparative studies with independent or dependent samples. They will also learn how to calculate and correctly interpret confidence intervals for effect sizes. Numerous research examples from a wide range of areas illustrate how to apply these principles and how to estimate substantive significance instead of just statistical significance. Additional alternatives to statistical tests are described, including meta-analysis, resampling techniques like bootstrapping, and Bayesian estimation."--BOOK JACKET.Title Summary field provided by Blackwell North America, Inc. All Rights Reserved.
Beyond Significance Testing
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Author : Rex B. Kline
language : en
Publisher: American Psychological Association (APA)
Release Date : 2015-05-09
Beyond Significance Testing written by Rex B. Kline and has been published by American Psychological Association (APA) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-05-09 with Electronic books categories.
Rev ed. of: Beyond significance testing: reforming data analysis methods in behavioral research. c2004.
Statistical Inference As Severe Testing
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Author : Deborah G. Mayo
language : en
Publisher: Cambridge University Press
Release Date : 2018-09-20
Statistical Inference As Severe Testing written by Deborah G. Mayo and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-20 with Mathematics categories.
Unlock today's statistical controversies and irreproducible results by viewing statistics as probing and controlling errors.
Beyond The T Test
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Author : Scott A. Pardo
language : en
Publisher: Springer Nature
Release Date : 2025-07-06
Beyond The T Test written by Scott A. Pardo and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-06 with Social Science categories.
This book was inspired by years of questions asked by non-statistical professionals, from social scientists, public policy analysts, regulatory affairs specialists, engineers, and physical scientists. It provides them with both an intuitive explanation of many common statistical methods and enough mathematical background to help them justify those methods to others, such as regulatory agencies. It provides an introduction to commonly used methods that are not covered in a first elementary statistics course, such as partial least squares, MCMC, and neural networks. It also provides R code for making all the computations described in the text. As a textbook, it could be used as a second course in statistics for non-statisticians, in fields such as social sciences, public policy, engineering, chemistry, and physics. Many first-year graduate students have had an elementary statistics course, but were not exposed to enough of the mathematics to justify the application of those methods. Furthermore, they often encounter methods and concepts not touched upon in their first statistics course. This book provides the tools required to give a deeper understanding of statistical methods without being all about theorems and proofs.
Xxai Beyond Explainable Ai
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Author : Andreas Holzinger
language : en
Publisher: Springer Nature
Release Date : 2022-04-16
Xxai Beyond Explainable Ai written by Andreas Holzinger and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-16 with Computers categories.
This is an open access book. Statistical machine learning (ML) has triggered a renaissance of artificial intelligence (AI). While the most successful ML models, including Deep Neural Networks (DNN), have developed better predictivity, they have become increasingly complex, at the expense of human interpretability (correlation vs. causality). The field of explainable AI (xAI) has emerged with the goal of creating tools and models that are both predictive and interpretable and understandable for humans. Explainable AI is receiving huge interest in the machine learning and AI research communities, across academia, industry, and government, and there is now an excellent opportunity to push towards successful explainable AI applications. This volume will help the research community to accelerate this process, to promote a more systematic use of explainable AI to improve models in diverse applications, and ultimately to better understand how current explainable AI methods need to be improved and what kind of theory of explainable AI is needed. After overviews of current methods and challenges, the editors include chapters that describe new developments in explainable AI. The contributions are from leading researchers in the field, drawn from both academia and industry, and many of the chapters take a clear interdisciplinary approach to problem-solving. The concepts discussed include explainability, causability, and AI interfaces with humans, and the applications include image processing, natural language, law, fairness, and climate science.
What If There Were No Significance Tests
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Author : Lisa L. Harlow
language : en
Publisher: Routledge
Release Date : 2016-03-02
What If There Were No Significance Tests written by Lisa L. Harlow and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-03-02 with Psychology categories.
The classic edition of What If There Were No Significance Tests? highlights current statistical inference practices. Four areas are featured as essential for making inferences: sound judgment, meaningful research questions, relevant design, and assessing fit in multiple ways. Other options (data visualization, replication or meta-analysis), other features (mediation, moderation, multiple levels or classes), and other approaches (Bayesian analysis, simulation, data mining, qualitative inquiry) are also suggested. The Classic Edition’s new Introduction demonstrates the ongoing relevance of the topic and the charge to move away from an exclusive focus on NHST, along with new methods to help make significance testing more accessible to a wider body of researchers to improve our ability to make more accurate statistical inferences. Part 1 presents an overview of significance testing issues. The next part discusses the debate in which significance testing should be rejected or retained. The third part outlines various methods that may supplement significance testing procedures. Part 4 discusses Bayesian approaches and methods and the use of confidence intervals versus significance tests. The book concludes with philosophy of science perspectives. Rather than providing definitive prescriptions, the chapters are largely suggestive of general issues, concerns, and application guidelines. The editors allow readers to choose the best way to conduct hypothesis testing in their respective fields. For anyone doing research in the social sciences, this book is bound to become "must" reading. Ideal for use as a supplement for graduate courses in statistics or quantitative analysis taught in psychology, education, business, nursing, medicine, and the social sciences, the book also benefits independent researchers in the behavioral and social sciences and those who teach statistics.
Beyond The Ultimate Question
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Author : Bob E. Hayes
language : en
Publisher: Quality Press
Release Date : 2009-05-04
Beyond The Ultimate Question written by Bob E. Hayes and has been published by Quality Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-05-04 with Business & Economics categories.
Business growth depends on more than asking a single question. Challenging the widely touted Net Promoter Score (NPS) claims, author Bob E. Hayes provides compelling evidence that, to grow their business, companies need to look beyond this simple question to efforts on improving the entire customer feedback program (CFP). First, customer loyalty consists of three components, advocacy, purchasing, and retention, each providing unique and useful information regarding future business growth. By measuring these three components of customer loyalty, companies will be better able to manage their customer relationships to maximize growth through new and existing customers. Second, because of the diverse business practices companies can employ with respect to their CFPs, there are hundreds of different ways a company can structure its particular program. Some companies have top executive support for their programs while others do not. Some companies integrate their customer feedback data into their daily business processes while others keep them separate. Some companies use customer feedback results as part of their employee incentive programs while other companies rely on more traditional incentive programs. Still some companies conduct in-depth customer research using their feedback data while others rely on basic reporting of their customer feedback data for their customer insight. But are there critical elements of a customer feedback program that are absolutely necessary for its success? Can a company exclude some elements from its program without adversely impacting its effectiveness? How important are certain components in increasing customer loyalty? This book answers these questions. It is a direct result of the author’s scientific research and professional experience in the field of customer satisfaction and loyalty. This book represents the first scientific study that has tried to identify the best practices of customer feedback programs. Hayes formally collected information from many CFP professionals regarding how they structure their CFPs, and identified specific CFP practices that lead to higher levels of customer loyalty. Additionally, he worked first-hand with employees from Microsoft, Oracle, Harris Stratex Networks, Akamai, and American Express Business Travel in gathering insights and case studies to illustrate how to build a world class CFP. Learn why companies should look beyond the NPS as the ultimate question and learn how to design an effective CFP that will help improve the customer experience, increase customer loyalty, and, ultimately, drive business growth. For those unfamiliar with CFPs, the appendices provide detail on methods used in the main body of the book: a discussion on methods of determining customer requirements (those elements of your business that are important to your customers), a complete discussion on how to write survey questions, and brief discussions on particular statistical analysis methods that can help you understand how customer feedback data are analyzed.
The Significance Test Controversy Revisited
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Author : Bruno Lecoutre
language : en
Publisher: Springer Nature
Release Date : 2022-10-13
The Significance Test Controversy Revisited written by Bruno Lecoutre and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-13 with Mathematics categories.
This book explains the misuses and abuses of Null Hypothesis Significance Tests, which are reconsidered in light of Jeffreys’ Bayesian concept of the role of statistical inference, in experimental investigations. Minimizing the technical aspects, the studies focuses mainly on methodological contributions. The first part of the book gives an overview of the major approaches to statistical testing and an enlightening discussion of the philosophies of Fisher, Neyman-Pearson and Jeffrey. The conceptual and methodological implications of current practices of reporting effect sizes and confidence intervals are also examined and challenged. This sheds new light on the "significance testing controversy" and provides an appropriate Bayesian framework for a comprehensive approach to the analysis and interpretation of experimental data. The second part of the book provides concrete Bayesian routine procedures that bypass common misuses of significance testing and are readily applicable in a wide range of real applications. This approach addresses the need for objective reporting of experimental data, that is acceptable to the scientific community. This is emphasized by the name fiducial (from the Latin fiducia = confidence). The fiducial Bayesian procedures provide the reader with a real opportunity to think sensibly about problems of statistical inference. This book prepares students and researchers to critically read statistical analyses reported in the literature and equips them with an appropriate alternative to the use of significance testing.
Beyond The Numbers
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Author : Edwin P. Christmann
language : en
Publisher: NSTA Press
Release Date : 2011
Beyond The Numbers written by Edwin P. Christmann and has been published by NSTA Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Education categories.
Statistics is required coursework within most teacher certification programs. Beyond the Numbers presents a nonthreatening, practical approach to statistics, providing step-by-step instructions for understanding and implementing the essential components of the subject.The basic and understandable explanations in Beyond the Numbers break down complex statistical processes to simple arithmetic computations that can be applied with the confidence that accompanies understanding.