STAT 7010 Experimental Statistics II by Peng Zeng

Codes and Datasets

01. Introduction

02. Simple Comparative Experiments

  • [SAS] [R] Fertilizer mixutre experiment (two-sample t-test, randomization test)
  • [SAS] [R] Cement formulation experiment (sample size determination)
  • [SAS] [R] Hardness testing experiment (paired t-test)

03. Experiments with a Single Factor: One-Way ANOVA

  • [SAS] [R] Tensile strength experiment
  • [SAS] [R] Balloon color
  • [SAS] [R] Determining sample size

04. Factorial Designs

  • [SAS] [R] Battery life experiment
  • [SAS] [R] Tool life experiment
  • [SAS] [R] Power analysis
  • [SAS] [R] Nail varnish experiment
  • [SAS] [R] Impurity of chemical product
  • [SAS] [R] Soft drink bottling experiment
  • [SAS] [R] Soft drink syrup experiment

05. Analysis of Covariance

  • [SAS] [R] Fiber strength experiment
  • [SAS] [R] Another example
  • [SAS] [R] Balloons

06. Randomized Blocks, Latin Squares, and Related Designs

  • [SAS] [R] Hardness testing experiment
  • [SAS] [R] Rocket propellant experiment
  • [SAS] [R] Replication of Latin squares
  • [SAS] [R] Catalyst experiment
  • [SAS] [R] Battery life experiment with block factors

07. The two-level Factorial Designs

  • [SAS] an example with two factors
  • [SAS] an example with three factors
  • [SAS] Pilot plant filtration rate experiment -- unreplicated two-level designs
  • [SAS] Oxide thickness experiment

08. Blocking and Confounding in The two-level Factorial Designs

  • [SAS] Filtration rate experiment -- a design with two blocks

09. Two-level Fractional Factorial Designs

  • [SAS] Filtration rate experiment -- one-half of a full factorial design
  • [SAS] Injection moolding experiment -- one-quarter of a full factorial design
  • [SAS] CNC machine experiment -- one-eighth of a full factorial design

10. Robust Parameter Design

  • [SAS] Layer growth experiment
  • [SAS] Leaf spring experiment

11. Experiments with Random Factors

  • [SAS] [R] Fabric strength experiment
  • [SAS] [R] A measurement systems capability study
  • [SAS] [R] Turbine experiment

12. Nested Designs and Split-plot Designs

  • [SAS] [R] Experiment on purity of raw materials
  • [SAS] [R] Experiment to improve the speed of assembly
  • [SAS] [R] Experiment on tensile strength of paper
  • [SAS] [R] Demonstrate different designs and analysis

13. Repeated Measures and Related Designs

  • [SAS] [R] Wine judging experiment
  • [SAS] [R] Blood flow experiment
  • [SAS] [R] Shoe sale

14. Selected Topics in Modern Designs and Analysis

  • [R] False discovery rate

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