Foundations of Applied Statistical Methods

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This is a text in methods of applied statistics for researchers who design and conduct experiments, perform statistical inference, and write technical reports. These research activities rely on an adequate knowledge of applied statistics. The reader both builds on basic statistics skills and learns to apply it to applicable scenarios without over-emphasis on the technical aspects. Demonstrations are a very important part of this text. Mathematical expressions are exhibited only if they are defined or intuitively comprehensible. This text may be used as a self review guidebook for applied researchers or as an introductory statistical methods textbook for students not majoring in statistics.​ Discussion includes essential probability models, inference of means, proportions, correlations and regressions, methods for censored survival time data analysis, and sample size determination.

The author has over twenty years of experience on applying statistical methods to study design and data analysis in collaborative medical research setting as well as on teaching. He received his PhD from University of Southern California Department of Preventive Medicine, received a post-doctoral training at Harvard Department of Biostatistics, has held faculty appointments at UCLA School of Medicine and Harvard Medical School, and currently a biostatistics faculty member at Massachusetts General Hospital and Harvard Medical School in Boston, Massachusetts, USA.

Author(s): Hang Lee (auth.)
Edition: 1
Publisher: Springer International Publishing
Year: 2014

Language: English
Pages: 161
Tags: Statistics for Life Sciences, Medicine, Health Sciences; Statistical Theory and Methods; Statistics, general

Front Matter....Pages i-x
Warming Up: Descriptive Statistics and Essential Probability Models....Pages 1-29
Statistical Inference Focusing on a Single Mean....Pages 31-62
t -Tests for Two Means Comparisons....Pages 63-74
Inference Using Analysis of Variance for Comparing Multiple Means....Pages 75-86
Linear Correlation and Regression....Pages 87-104
Normal Distribution Assumption-Free Nonparametric Inference....Pages 105-119
Methods for Censored Survival Time Data....Pages 121-124
Sample Size and Power....Pages 125-132
Review Exercise Problems....Pages 133-144
Probability Distribution of Standard Normal Distribution....Pages 145-147
Percentiles of t -Distributions....Pages 149-150
Upper 95th and 99th Percentiles of Chi-Square Distributions....Pages 151-152
Upper 95th Percentiles of F -Distributions....Pages 153-154
Upper 99th Percentiles of F -Distributions....Pages 155-156
Sample Sizes for Independent Samples t -Tests....Pages 157-157
Erratum: Foundations of Applied Statistical Methods....Pages E1-E1
Back Matter....Pages 159-161