Preface to First Edition |
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ix | |
Preface to Second Edition |
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xix | |
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Statistical Process Control: A Brief Overview |
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1 | (52) |
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1 | (2) |
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Quality Control: Origins, Misperceptions |
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3 | (3) |
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A Case Study in Statistical Process Control |
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6 | (3) |
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If Humans Behaved Like Machines |
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9 | (1) |
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10 | (4) |
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14 | (4) |
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QC Misconceptions, East and West |
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18 | (2) |
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20 | (12) |
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The Basic Paradigm of Statistical Process Control |
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32 | (1) |
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Basic Statistical Procedures in Statistical Process Control |
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33 | (6) |
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39 | (2) |
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The Case for Understanding Variation |
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41 | (4) |
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45 | (8) |
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47 | (1) |
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48 | (5) |
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53 | (22) |
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53 | (2) |
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55 | (3) |
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Basic Test with Equal Lot Size |
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58 | (5) |
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Testing with Unequal Lot Sizes |
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63 | (4) |
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Testing with Open-Ended Count Data |
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67 | (8) |
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71 | (4) |
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The Development of Mean and Standard Deviation Control Charts |
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75 | (54) |
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75 | (2) |
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A Contaminated Production Process |
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77 | (4) |
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Estimation of Parameters of the ``Norm'' Process |
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81 | (9) |
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Robust Estimators for Uncontaminated Process Parameters |
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90 | (5) |
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A Process with Mean Drift |
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95 | (5) |
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A Process with Upward Drift in Variance |
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100 | (4) |
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Charts for Individual Measurements |
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104 | (14) |
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118 | (11) |
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123 | (1) |
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123 | (6) |
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129 | (42) |
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129 | (1) |
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The Sequential Likelihood Ratio Test |
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129 | (3) |
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CUSUM Test for Shift of the Mean |
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132 | (4) |
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136 | (2) |
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Performance of CUSUM Tests on Data with Mean Drift |
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138 | (3) |
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Sequential Tests for Persistent Shift of the Mean |
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141 | (17) |
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CUSUM Performance on Data with Upward Variance Drift |
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158 | (4) |
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Acceptance-Rejection CUSUMs |
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162 | (9) |
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165 | (1) |
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166 | (5) |
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Exploratory Techniques for Preliminary Analysis |
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171 | (54) |
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171 | (1) |
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172 | (5) |
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177 | (9) |
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186 | (7) |
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Pareto and Ishikawa Diagrams |
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193 | (4) |
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A Bayesian Pareto Analysis for System Optimization of the Space Station |
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197 | (9) |
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The Management and Planning Tools |
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206 | (19) |
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219 | (1) |
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220 | (5) |
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225 | (64) |
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225 | (3) |
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A Simplex Algorithm for Optimization |
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228 | (9) |
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Selection of Objective Function |
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237 | (5) |
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Motivation for Linear Models |
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242 | (10) |
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252 | (1) |
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253 | (5) |
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258 | (2) |
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Testing for Model ``Enrichment'' |
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260 | (6) |
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266 | (4) |
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Some Rotatable Quadratic Designs |
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270 | (6) |
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276 | (2) |
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A Simulation Based Approach |
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278 | (11) |
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281 | (1) |
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282 | (7) |
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289 | (32) |
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289 | (1) |
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Likelihood Ratio Tests for Location |
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290 | (12) |
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Compound and Projection Tests |
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302 | (3) |
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A Robust Estimate of ``In Control'' Location |
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305 | (3) |
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A Rank Test for Location Slippage |
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308 | (4) |
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A Rank Test for Change in Scale and/or Location |
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312 | (9) |
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316 | (1) |
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317 | (4) |
Appendix A: A Brief Introduction to Linear Algebra |
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321 | (18) |
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321 | (2) |
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A.2. Elementary Arithmetic |
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323 | (4) |
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A.3. Linear Independence of Vectors |
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327 | (1) |
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328 | (3) |
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331 | (2) |
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A.6. Definiteness of a Matrix |
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333 | (1) |
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A.7. Eigenvalues and Eigenvectors |
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333 | (4) |
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337 | (1) |
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A.9. Gram-Schmidt Orthogonalization |
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338 | (1) |
Appendix B: A Brief Introduction to Stochastics |
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339 | (82) |
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339 | (5) |
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B.2. Conditional Probability |
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344 | (2) |
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346 | (5) |
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B.4. Discrete Probability Distributions |
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351 | (5) |
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B.5. More on Random Variables |
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356 | (4) |
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B.6. Continuous Probability Distributions |
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360 | (10) |
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B.7. Laws of Large Numbers |
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370 | (2) |
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B.8. Moment-Generating Functions |
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372 | (4) |
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B.9. Central Limit Theorem |
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376 | (1) |
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B.10. Conditional Density Functions |
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377 | (1) |
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378 | (9) |
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387 | (1) |
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B.13. Statistical Inference |
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388 | (23) |
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B.14. Bayesian Statistics |
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411 | (10) |
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420 | (1) |
Appendix C: Statistical Tables |
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421 | (6) |
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C.1 Table of the Normal Distribution |
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422 | (1) |
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C.2. Table of the Chi-Square Distribution |
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423 | (1) |
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C.3. Table of Student's t Distribution |
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424 | (1) |
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C.4. Table of the F Distribution with α = .05 |
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425 | (1) |
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C.5. Table of the F Distribution with α = .01 |
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426 | (1) |
Index |
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427 | |