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Engineering Method and Data Collection | |
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Need for Statistical Methods in Engineering | |
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Engineering Method and Statistical Thinking | |
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Statistical Thinking and Structured Problem Solving | |
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Models | |
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Obtaining Data | |
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Sampling | |
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Basic Principles of Experimental Design | |
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Examples of Engineering Experiments | |
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Purpose of Engineering Statistics | |
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Case Study: Manufacture of Writing Instruments | |
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Ideas for Projects References | |
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Data Displays | |
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Importance of Data Displays | |
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Stem-and-Leaf Displays | |
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Boxplots | |
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Using Computer Software | |
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Using Boxplots to Analyze Designed Experiments | |
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Case Study | |
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Need for Probability and Distributions | |
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Ideas for Projects References | |
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Modeling Random Behavior | |
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Probability | |
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Random Variables and Distributions | |
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Discrete Random Variables | |
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Continuous Random Variables | |
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The Normal Distribution | |
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Random Behavior of Means | |
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Random Behavior of Means When the Variance Is Unknown | |
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Normal Approximation to the Binomial | |
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The Weibull Distribution for Reliability Applications | |
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Case Study References | |
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Estimation and Testing | |
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Estimation | |
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Hypothesis Testing | |
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Inference for a Single Mean | |
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Inference for a Single Proportion | |
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Inference for Two Independent Samples | |
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The Paired t-Test Inference for Two Proportions | |
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Inference for Variances | |
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Transformations and Nonparametric Analyses | |
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Case Study | |
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Ideas for Projects References | |
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Control Charts and Statistical Process Control | |
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Overview | |
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Specification Limits | |
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X- and R-Charts | |
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X- and s?-Charts | |
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X-Chart. np-Chart. c-Chart | |
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Average Run Lengths | |
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Standard Control Charts with Runs Rules | |
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CUSUM and EWMA Charts | |
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Basic Process Capability Indices | |
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The SPC Approach to Gage R Studies | |
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Case Study | |
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Ideas for Projects References | |
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Linear Regression Analysis | |
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Relationships Among Data | |
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Simple Linear Regression | |
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Multiple Linear Regression | |
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Residual Analysis | |
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Collinearity Diagnostics | |
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Case Study | |
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Ideas for Projects References | |
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Introduction to 2k Factorial-Based Experiments | |
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The 2? Factorial Design | |
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The 2k Factorial Design | |
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Fractions of the 2k Factorial Design | |
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Case Study | |
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Ideas for Projects References | |
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Introduction to Response Surface Methodology | |
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Sequential Philosophy of Experimentation | |
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Central Composite Designs | |
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Box-Behnken Designs | |
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Multiple Responses | |
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Experimental Designs for Quality Improvement | |
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Case Study | |
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Ideas for Projects References | |
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CODA | |
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The Themes of This Course | |
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Integrating the Themes | |
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Statistics and Engineering | |
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Appendix | |
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Tables | |