Overture: Engineering Method and Data Collection | p. 1 |
Need for Statistical Methods in Engineering | p. 1 |
Engineering Method and Statistical Thinking | p. 3 |
Models | p. 7 |
Obtaining Data | p. 9 |
Sampling | p. 15 |
Engineering Experiments | p. 19 |
Enumerative Versus Analytic Studies | p. 24 |
Purpose of Engineering Statistics | p. 25 |
Case Study: Manufacture of Writing Instruments | p. 26 |
Data Displays | p. 27 |
Importance of Data Displays | p. 27 |
Stem-and-Leaf Displays | p. 29 |
Boxplots | p. 42 |
Using Computer Software | p. 51 |
Case Study | p. 61 |
Need for Probability and Distributions | p. 64 |
Ideas for Projects | p. 65 |
Modeling Random Behavior | p. 67 |
Probability | p. 67 |
Random Variables and Distributions | p. 76 |
Discrete Random Variables | p. 78 |
Continuous Random Variables | p. 96 |
The Normal Distribution | p. 106 |
Random Behavior of Means | p. 112 |
Random Behavior of Means when the Variance Is Unknown | p. 123 |
The Random Behavior of Sample Variances | p. 131 |
Normal Approximation to the Binomial | p. 132 |
Case Study | p. 136 |
Estimation and Testing | p. 140 |
Estimation | p. 140 |
Hypothesis Testing | p. 152 |
Inference for a Single Mean | p. 169 |
Inference for Proportions | p. 180 |
Inference for Two Independent Samples | p. 186 |
The Paired t-Test | p. 194 |
Inference for a Single Variance | p. 202 |
p-Values | p. 206 |
Transformations and Nonparametric Analyses | p. 208 |
Case Study | p. 209 |
Ideas for Projects | p. 212 |
Control Charts | p. 214 |
Overview | p. 214 |
X-and R-Charts | p. 229 |
X-and s[superscript 2]-Charts | p. 243 |
X-Chart | p. 251 |
The np-Chart | p. 256 |
The c-Chart | p. 262 |
Average Run Lengths | p. 266 |
Standard Control Charts with Runs Rules | p. 269 |
CUSUM Charts | p. 272 |
Case Study | p. 276 |
Ideas for Projects | p. 280 |
Linear Regression Analysis | p. 283 |
Relationships Among Data | p. 283 |
Simple Linear Regression | p. 285 |
Multiple Linear Regression | p. 307 |
Residual Analysis | p. 320 |
Collinearity Diagnostics | p. 344 |
Ideas for Projects | p. 351 |
Designing Response Surface Experiments | p. 353 |
Overview of Designed Experiments | p. 354 |
The 2[superscript 2] Factorial Design | p. 359 |
The 2[superscript k] Factorial Design | p. 370 |
Half Fractions of the 2[superscript k] Factorial | p. 387 |
Central Composite Designs | p. 405 |
Multiple Responses | p. 419 |
Experimental Designs for Quality Improvement | p. 428 |
Ideas for Projects | p. 448 |
Coda | p. 451 |
The Themes of This Course | p. 451 |
Integrating the Themes | p. 453 |
Statistics and Engineering | p. 455 |
Tables | p. 456 |
Answers to Selected Exercises | p. 469 |
Index | p. 475 |
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