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Titlebook: Advanced Statistics for the Behavioral Sciences; A Computational Appr Jonathon D. Brown Textbook 2018 Springer Nature Switzerland AG 2018 g

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发表于 2025-3-21 16:08:43 | 显示全部楼层 |阅读模式
期刊全称Advanced Statistics for the Behavioral Sciences
期刊简称A Computational Appr
影响因子2023Jonathon D. Brown
视频video
发行地址Teaches core subjects students need to both understand and perform computer-generated statistical analyses.Builds on Brown‘s earlier book on common statistical analyses, Linear Models in Matrix Form?
图书封面Titlebook: Advanced Statistics for the Behavioral Sciences; A Computational Appr Jonathon D. Brown Textbook 2018 Springer Nature Switzerland AG 2018 g
影响因子This book demonstrates the importance of computer-generated statistical analyses in behavioral science research, particularly those using the R software environment. Statistical methods are being increasingly developed and refined by computer scientists, with expertise in writing efficient and elegant computer code.  Unfortunately, many researchers lack this programming background, leaving them to accept on faith the black-box output that emerges from the sophisticated statistical models they frequently use.  .Building on the author’s previous volume, .Linear Models in Matrix Form., this text bridges the gap between computer science and research application, providing easy-to-follow computer code for many statistical analyses using the R software environment. The text opens with a foundational section on linear algebra, then covers a variety of advanced topics, including robust regression,  model selection based on bias and efficiency, nonlinear models and optimization routines, generalized linear models, and survival and time-series analysis.  Each section concludes with a presentation of the computer code used to illuminate the analysis, as well as pointers to packages in R that
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Pathology of the Colon and Ovarystable and their standard errors become inflated. But even when collinearity is not an issue, adding predictors to a regression equation can sometimes do more harm than good. To understand why, we turn to a discussion of prediction error and model complexity.
发表于 2025-3-22 06:56:51 | 显示全部楼层
M. A. Lewis,M. Dietel,W. K. Raffver any sort of “time-to-event” analysis, even when the event has nothing to do with life or death. For example, the time it takes an athlete to reach maximum heart rate on a treadmill (see final section of Chap. .) can be modeled using survival analysis.
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https://doi.org/10.1007/978-3-540-37861-7ibuted with large samples. Normality is less certain with small samples, however, so it is important to examine the residuals to be sure that they are, at least, approximately normal and to take appropriate action if they are found not to be so.
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Textbook 2018re environment. Statistical methods are being increasingly developed and refined by computer scientists, with expertise in writing efficient and elegant computer code.  Unfortunately, many researchers lack this programming background, leaving them to accept on faith the black-box output that emerges
发表于 2025-3-22 18:01:30 | 显示全部楼层
common statistical analyses, Linear Models in Matrix Form? This book demonstrates the importance of computer-generated statistical analyses in behavioral science research, particularly those using the R software environment. Statistical methods are being increasingly developed and refined by comput
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Allen C. Enders,Randall L. Givenstems (more equations than unknowns) for which an exact solution does not exist. Such systems are called overdetermined linear systems, and in this chapter you will learn how to solve them and become familiar with their role in a linear regression model.
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Uterine Control of Ovarian Function, known as a Singular Value Decomposition (SVD). Because of its flexibility and numerical accuracy, the SVD is arguably the most useful decomposition ever developed. In fact, it’s probably fair to say that if you were stuck on an island with only one tool for performing linear algebra, you’d want the SVD.
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