Description |
xiv, 437 pages : illustrations ; 24 cm |
Series |
Chapman & Hall texts in statistical science series |
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Texts in statistical science.
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Contents |
1. Practical Data Analysis -- 2. Collaboration in Science -- 3. Experimental Design -- 4. Group Summaries -- 5. Comparing Several Means -- 6. Multiple Comparisons of Means -- 7. Factorial Designs -- 8. Balanced Experiments -- 9. Model Selection -- 10. Unbalanced Experiments -- 11. Missing Cells -- 12. Linear Models Inference -- 13. Residual Plots -- 14. Comparisons with Unequal Variance -- 15. Getting Free from Assumptions -- 16. Ordered Groups -- 17. Parallel Lines -- 18. Multiple Responses -- 19. Models with Random Effects -- 20. General Random Models -- 21. Mixed Effects Models -- 22. Nested Designs -- 23. Split Plot Design -- 24. General Nested Designs -- 25. Repeated Measures as Split Plot -- 26. Adjustments for Correlation -- 27. Cross-over Design |
Summary |
Practical Data Analysis for Designed Experiments places data in the context of the scientific discovery of knowledge through experimentation and examines issues of comparing groups and sorting out factor effects. The consequences of imbalance and nesting in design are considered before concluding with more practical applications of the theory. Throughout the book there are practical guidelines for formal data analysis and graphical representation of results. The book offers numerous examples with SAS and S-Plus instructions which are available on the Internet. The text is aimed at statisticians and scientists, with enough theory and examples to help the reader understand the analysis of standard and nonstandard experimental designs. Graduate and research level biostatisticians and biologists will find the book of particular interest, and it will also be valued by data analysts and statistical consulting team members |
Bibliography |
Includes bibliographical references (pages [423]-429) and index |
Subject |
Experimental design.
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Analysis of variance.
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LC no. |
97118186 |
ISBN |
0412063417 acid-free paper |
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