Modern Statistics for the Social and Behavioral Sciences: A Practical Introduction, Second Edition
Autor Rand Wilcoxen Limba Engleză Hardback – 8 aug 2017
Hundreds of journal articles make it clear that basic techniques, routinely taught and used, can perform poorly when dealing with skewed distributions, outliers, heteroscedasticity (unequal variances) and curvature. Methods for dealing with these concerns have been derived and can provide a deeper, more accurate and more nuanced understanding of data. A conceptual basis is provided for understanding when and why standard methods can have poor power and yield misleading measures of effect size. Modern techniques for dealing with known concerns are described and illustrated.
Features:
- Presents an in-depth description of both classic and modern methods
- Explains and illustrates why recent advances can provide more power and a deeper understanding of data
- Provides numerous illustrations using the software R
- Includes an R package with over 1300 functions
- Includes a solution manual giving detailed answers to all of the exercises
Rand Wilcox is a professor of psychology at the University of Southern California. He is the author of 13 other statistics books and the creator of the R package WRS. He currently serves as an associate editor for five statistics journals. He is a fellow of the Association for Psychological Science and an elected member of the International Statistical Institute.
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Specificații
ISBN-13: 9781498796781
ISBN-10: 1498796788
Pagini: 730
Ilustrații: 100
Dimensiuni: 210 x 280 x 45 mm
Greutate: 1.95 kg
Ediția:Revised
Editura: CRC Press
Colecția Chapman and Hall/CRC
ISBN-10: 1498796788
Pagini: 730
Ilustrații: 100
Dimensiuni: 210 x 280 x 45 mm
Greutate: 1.95 kg
Ediția:Revised
Editura: CRC Press
Colecția Chapman and Hall/CRC
Cuprins
Introduction. Numerical and Graphical Summaries of Data. Probability and Related Concepts. Sampling Distributions and Confidence Intervals. Hypothesis Testing. Regression and Correlation. Bootstrap Methods. Comparing Two Independent Groups. Comparing Two Dependent Groups. One-Way ANOVA. Two-Way and Three-Way Designs. Comparing More than Two Dependent Groups. Multiple Comparisons. Some Multivariate Methods. Robust Regression and Measures of Association. Basic Methods for Analyzing Categorical Data. Answers to Selected Exercises. Tables. Basic Matrix Algebra. References. Index.
Notă biografică
Rand Wilcox has been a Professor of Psychology at the University of Southern California since 1987. He received his Ph.D. from the University of California, Santa Barbara in 1976. His research interests are statistical methods, particularly robust methods for comparing groups and studying associations. He also collaborates with researchers in occupational therapy, gerontology, biology and psychology. He is the author of four books.
Descriere
Designed for a two-semester, introductory course for graduate students in the social sciences, this text illustrates how to use R to apply both standard and modern methods to correct known problems with classic techniques. Numerous illustrations provide a conceptual basis for understanding why practical problems with classic methods were missed for so many years, and why modern techniques have practical value. The second edition will add coverage of advances in regression, such as new insights regarding smoothers. New results on comparing medians would be included and quite a few improvements relevant to ANCOVA will be added. In addition, new R functions will be described.