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Preface | |
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Prologue | |
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Probability | |
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Basic Concepts | |
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Properties of Probability | |
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Methods of Enumeration | |
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Conditional Probability | |
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Independent Events | |
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Bayes's Theorem | |
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Discrete Distributions | |
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Random Variables of the Discrete Type | |
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Mathematical Expectation | |
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The Mean, Variance, and Standard Deviation | |
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Bernoulli Trials and the Binomial Distribution | |
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The Moment-Generating Function | |
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The Poisson Distribution | |
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Continuous Distributions | |
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Continuous-Type Data | |
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Exploratory Data Analysis | |
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Random Variables of the Continuous Type | |
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The Uniform and Exponential Distributions | |
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The Gamma and Chi-Square Distributions | |
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The Normal Distribution | |
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Additional Models | |
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Bivariate Distributions | |
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Distributions of Two Random Variables | |
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The Correlation Coefficient | |
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Conditional Distributions | |
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The Bivariate Normal Distribution | |
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Distributions of Functions of Random Variables | |
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Functions of One Random Variable | |
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Transformations of Two Random Variables | |
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Several Independent Random Variables | |
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The Moment-Generating Function Technique | |
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Random Functions Associated with Normal Distributions | |
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The Central Limit Theorem | |
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Approximations for Discrete Distributions | |
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Estimation | |
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Point Estimation | |
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Confidence Intervals for Means | |
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Confidence Intervals for Difference of Two Means | |
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Confidence Intervals for Variances | |
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Confidence Intervals for Proportions | |
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Sample Size | |
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A Simple Regression Problem | |
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More Regression | |
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Tests of Statistical Hypotheses | |
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Tests about Proportions | |
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Tests about One Mean | |
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Tests of the Equality of Two Means | |
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Tests for Variances | |
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One-Factor Analysis of Variance | |
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Two-Factor Analysis of Variance | |
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Tests Concerning Regression and Correlation | |
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Nonparametric Methods | |
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Chi-Square Goodness of Fit Tests | |
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Contingency Tables | |
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Order Statistics | |
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Distribution-Free Confidence Intervals for Percentiles | |
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The Wilcoxon Tests | |
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Run Test and Test for Randomness | |
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Kolmogorov-Smirnov Goodness of Fit Test | |