Preface to First Edition | p. ix |
Preface to Second Edition | p. xix |
Statistical Process Control: A Brief Overview | p. 1 |
Introduction | p. 1 |
Quality Control: Origins, Misperceptions | p. 3 |
A Case Study in Statistical Process Control | p. 6 |
If Humans Behaved Like Machines | p. 9 |
Pareto's Maxim | p. 10 |
Deming's Fourteen Points | p. 14 |
QC Misconceptions, East and West | p. 18 |
White Balls, Black Balls | p. 20 |
The Basic Paradigm of Statistical Process Control | p. 32 |
Basic Statistical Procedures in Statistical Process Control | p. 33 |
Acceptance Sampling | p. 39 |
The Case for Understanding Variation | p. 41 |
Statistical Coda | p. 45 |
References | p. 47 |
Problems | p. 48 |
Acceptance-Rejection SPC | p. 53 |
Introduction | p. 53 |
The Basic Test | p. 55 |
Basic Test with Equal Lot Size | p. 58 |
Testing with Unequal Lot Sizes | p. 63 |
Testing with Open-Ended Count Data | p. 67 |
Problems | p. 71 |
The Development of Mean and Standard Deviation Control Charts | p. 75 |
Introduction | p. 75 |
A Contaminated Production Process | p. 77 |
Estimation of Parameters of the "Norm" Process | p. 81 |
Robust Estimators for Uncontaminated Process Parameters | p. 90 |
A Process with Mean Drift | p. 95 |
A Process with Upward Drift in Variance | p. 100 |
Charts for Individual Measurements | p. 104 |
Process Capability | p. 118 |
References | p. 123 |
Problems | p. 123 |
Sequential Approaches | p. 129 |
Introduction | p. 129 |
The Sequential Likelihood Ratio Test | p. 129 |
CUSUM Test for Shift of the Mean | p. 132 |
Shewhart CUSUM Chart | p. 136 |
Performance of CUSUM Tests on Data with Mean Drift | p. 138 |
Sequential Tests for Persistent Shift of the Mean | p. 141 |
CUSUM Performance on Data with Upward Variance Drift | p. 158 |
Acceptance-Rejection CUSUMs | p. 162 |
References | p. 165 |
Problems | p. 166 |
Exploratory Techniques for Preliminary Analysis | p. 171 |
Introduction | p. 171 |
The Schematic Plot | p. 172 |
Smoothing by Threes | p. 177 |
Bootstrapping | p. 186 |
Pareto and Ishikawa Diagrams | p. 193 |
A Bayesian Pareto Analysis for System Optimization of the Space Station | p. 197 |
The Management and Planning Tools | p. 206 |
References | p. 219 |
Problems | p. 220 |
Optimization Approaches | p. 225 |
Introduction | p. 225 |
A Simplex Algorithm for Optimization | p. 228 |
Selection of Objective Function | p. 237 |
Motivation for Linear Models | p. 242 |
Multivariate Extensions | p. 252 |
Least Squares | p. 253 |
Model "Enrichment" | p. 258 |
Testing for Model "Enrichment" | p. 260 |
2[superscript p] Factorial Designs | p. 266 |
Some Rotatable Quadratic Designs | p. 270 |
Saturated Designs | p. 276 |
A Simulation Based Approach | p. 278 |
References | p. 281 |
Problems | p. 282 |
Multivariate Approaches | p. 289 |
Introduction | p. 289 |
Likelihood Ratio Tests for Location | p. 290 |
Compound and Projection Tests | p. 302 |
A Robust Estimate of "In Control" Location | p. 305 |
A Rank Test for Location Slippage | p. 308 |
A Rank Test for Change in Scale and/or Location | p. 312 |
References | p. 316 |
Problems | p. 317 |
A Brief Introduction to Linear Algebra | p. 321 |
Introduction | p. 321 |
Elementary Arithmetic | p. 323 |
Linear Independence of Vectors | p. 327 |
Determinants | p. 328 |
Inverses | p. 331 |
Definiteness of a Matrix | p. 333 |
Eigenvalues and Eigenvectors | p. 333 |
Matrix Square Root | p. 337 |
Gram-Schmidt Orthogonalization | p. 338 |
A Brief Introduction to Stochastics | p. 339 |
Introduction | p. 339 |
Conditional Probability | p. 344 |
Random Variables | p. 346 |
Discrete Probability Distributions | p. 351 |
More on Random Variables | p. 356 |
Continuous Probability Distributions | p. 360 |
Laws of Large Numbers | p. 370 |
Moment-Generating Functions | p. 372 |
Central Limit Theorem | p. 376 |
Conditional Density Functions | p. 377 |
Random Vectors | p. 378 |
Poisson Process | p. 387 |
Statistical Inference | p. 388 |
Bayesian Statistics | p. 411 |
References | p. 420 |
Statistical Tables | p. 421 |
Table of the Normal Distribution | p. 422 |
Table of the Chi-Square Distribution | p. 423 |
Table of Student's t Distribution | p. 424 |
Table of the F Distribution with [alpha] = .05 | p. 425 |
Table of the F Distribution with [alpha] = .01 | p. 426 |
Index | p. 427 |
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