Preface |
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vii | |
Prologue |
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xi | |
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Empirical and Probability Distributions |
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1 | (65) |
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1 | (9) |
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The Mean, Variance, and Standard Deviation |
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10 | (6) |
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16 | (14) |
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Exploratory Data Analysis |
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30 | (11) |
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Graphical Comparisons of Data Sets |
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41 | (8) |
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49 | (9) |
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Probability Density and Mass Functions |
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58 | (8) |
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66 | (42) |
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Properties of Probability |
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66 | (9) |
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75 | (11) |
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86 | (10) |
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96 | (7) |
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103 | (5) |
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108 | (57) |
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Random Variables of the Discrete Type |
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108 | (10) |
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118 | (13) |
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Bernoulli Trials and the Binomial Distribution |
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131 | (11) |
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The Moment-Generating Function |
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142 | (11) |
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153 | (12) |
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165 | (57) |
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Random Variables of the Continuous Type |
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165 | (11) |
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The Uniform and Exponential Distributions |
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176 | (10) |
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The Gamma and Chi-Square Distributions |
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186 | (7) |
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193 | (12) |
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Distributions of Functions of a Random Variable |
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205 | (11) |
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Mixed Distributions and Censoring |
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216 | (6) |
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Multivariable Distributions |
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222 | (61) |
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Distributions of Two Random Variables |
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222 | (13) |
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The Correlation Coefficient |
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235 | (9) |
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Conditional Distributions |
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244 | (10) |
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The Bivariate Normal Distribution |
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254 | (7) |
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Transformations of Random Variables |
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261 | (12) |
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273 | (10) |
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Sampling Distribution Theory |
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283 | (58) |
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Independent Random Variables |
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283 | (7) |
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Distributions of Sums of Independent Random Variables |
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290 | (9) |
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Random Functions Associated with Normal Distributions |
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299 | (8) |
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The Central Limit Theorem |
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307 | (8) |
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Approximations for Discrete Distributions |
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315 | (5) |
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The t and F Distributions |
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320 | (5) |
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Limiting Moment-Generating Functions |
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325 | (6) |
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Chebyshev's Inequality and Convergence in Probability |
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331 | (10) |
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Centerpiece: Importance of Understanding Variability |
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336 | (5) |
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341 | (85) |
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341 | (13) |
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Confidence Intervals for Means |
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354 | (10) |
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Confidence Intervals for Difference of Two Means |
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364 | (9) |
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Confidence Intervals for Variances |
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373 | (6) |
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Confidence Intervals for Proportions |
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379 | (7) |
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386 | (8) |
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Distribution-Free Confidence Intervals for Percentiles |
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394 | (8) |
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A Simple Regression Problem |
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402 | (14) |
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416 | (10) |
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Tests of Statistical Hypotheses |
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426 | (130) |
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426 | (10) |
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Tests About One Mean and One Variance |
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436 | (17) |
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Tests of the Equality of Two Normal Distributions |
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453 | (14) |
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Chi-Square Goodness of Fit Tests |
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467 | (11) |
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478 | (13) |
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Tests of the Equality of Several Means |
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491 | (11) |
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Two-Factor Analysis of Variance |
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502 | (13) |
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Tests Concerning Regression and Correlation |
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515 | (7) |
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522 | (12) |
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Kolmogorov-Smirnov Goodness of Fit Test |
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534 | (7) |
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541 | (6) |
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Run Test and Test for Randomness |
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547 | (9) |
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Theory of Statistical Inference |
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556 | (39) |
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556 | (5) |
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Power of a Statistical Test |
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561 | (9) |
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570 | (7) |
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577 | (6) |
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583 | (6) |
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Asymptotic Distributions of Maximum Likelihood Estimators |
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589 | (6) |
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Quality Improvement Through Statistical Methods |
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595 | (28) |
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Statistical Quality Control |
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595 | (13) |
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General Factorial and 2k Factorial Designs |
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608 | (7) |
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More on Design of Experiments |
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615 | (8) |
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621 | (2) |
A REVIEW OF SELECTED MATHEMATICAL TECHNIQUES |
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623 | (20) |
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623 | (4) |
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A.2 Mathematical Tools for the Hypergeometric Distribution |
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627 | (3) |
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630 | (2) |
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632 | (4) |
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636 | (2) |
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A.6 Multivariate Calculus |
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638 | (5) |
B REFERENCES |
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643 | (2) |
C TABLES |
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645 | (28) |
D ANSWERS TO ODD-NUMBERED EXERCISES |
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673 | (26) |
Index |
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699 | |