ABSTRACT

Placing data in the context of the scientific discovery of knowledge through experimentation, Practical Data Analysis for Designed Experiments examines issues of comparing groups and sorting out factor effects and the consequences of imbalance and nesting, then works through more practical applications of the theory. Written in a modern and accessible manner, this book is a useful blend of theory and methods. Exercises included in the text are based on real experiments and real data.

part A|46 pages

Placing Data in Context

chapter 1|18 pages

Practical Data Analysis

chapter 2|14 pages

Collaboration in Science

chapter 3|12 pages

Experimental Design

part B|58 pages

Working with Groups of Data

chapter 4|22 pages

Group Summaries

chapter 5|18 pages

Comparing Several Means

chapter 6|16 pages

Multiple Comparisons of Means

part C|54 pages

Sorting out Effects with Data

chapter 7|18 pages

Factorial Designs

chapter 8|20 pages

Balanced Experiments

chapter 9|14 pages

Model Selection

part D|48 pages

Dealing with Imbalance

chapter 10|16 pages

Unbalanced Experiments

chapter 11|18 pages

Missing Cells

chapter 12|12 pages

Linear Models Inference

part E|32 pages

Questioning Assumptions

chapter 13|12 pages

Residual Plots

chapter 14|8 pages

Comparisons with Unequal Variance

chapter 15|10 pages

Getting Free from Assumptions

part F|56 pages

Regressing with Factors

chapter 16|14 pages

Ordered Groups

chapter 17|20 pages

Parallel Lines

chapter 18|20 pages

Multiple Responses

part G|40 pages

Deciding on Fixed or Random Effects

chapter 19|16 pages

Models with Random Effects

chapter 20|14 pages

General Random Models

chapter 21|8 pages

Mixed Effects Models

part H|46 pages

Nesting Experimental Units

chapter 22|20 pages

Nested Designs

chapter 23|12 pages

Split Plot Design

chapter 24|12 pages

General Nested Designs

part I|42 pages

Repeating Measures on Subjects

chapter 25|16 pages

Repeated Measures as Split Plot

chapter 26|12 pages

Adjustments for Correlation

chapter 27|12 pages

Cross-over Design