PLS205
DESIGN, ANALYSIS, AND INTERPRETATION OF EXPERIMENTS
WINTER QUARTER 2008
Syllabus and General
Information
COURSE GOALS
To introduce graduate students in the agricultural and environmental sciences
to the research process and the statistical methods necessary to plan, conduct,
and interpret effective experiments.
PREREQUISITE
AMR120 or equivalent (e.g. ASE120)
SOFTWARE
All labs, homework assignments, and exams will be structured around the SAS software package.
COURSE FORMAT AND GRADES
The course consists of two 1.5-hour lectures (Tuesday & Thursday, 9:00 am to 10:20 am, in Wellman 212) and
one hour of discussion / computer laboratory (Thursday 4:10 pm to 5:00 pm or 5:20 to 6:10, in Hutchison 73) per
week. Grades are based on two exams,
nine homework assignments / problem sets, and an optional extra credit project
involving analysis and interpretation of students' experimental data:
Homework
25%
First Exam
35% (due at the beginning of class
on Tuesday, February 19)
Second exam
40% (due by 1 PM on Tuesday, March
18, in 267 Hunt Hall)
Extra credit project
2% (due by 5 PM on Thursday, March
20, in 267 Hunt Hall)
TOPICAL OUTLINE
1. Introduction to principles of
experimental design
2. Distributions, sampling, and hypothesis
testing; calculation of sample size
3. Fundamentals of ANOVA
4. Orthogonal contrasts
5. Mean separations
6. Blocked designs
7. Transformations
8. Factorial analysis
9. Unbalanced designs
10. Fixed, random, and mixed models
11. Split plot designs and repeated measures
12. Covariance analysis (ANCOVA)
13. Non-parametric methods
Click here for SCHEDULE
COMPUTER RESOURCES
For on-campus computer room availability and hours of operation, click HERE
INSTRUCTOR
Jorge Dubcovsky. E-mail: jdubcovsky@ucdavis.edu (752-5159). Office hours Friday 4:00 pm to 6:00 pm, in Hunt 281.
TA
Iago Lowe. E-mail:
izlowe@ucdavis.edu. Homework and SAS programming
questions. Office hours Monday 2:00
pm - 4:00 pm and Wednesday 9:00 am – 11:00 am, in PES 1137 (door access
code 70716).
READER
Gina Darin. E-mail: gmdarin@ucdavis.edu. Homework grading questions. Office hours Monday 2:00 pm – 3:00 pm
and Wednesday 9:00 am – 10:00 am, in PES 1137, and by appointment.
REQUIRED TEXT:
Principles and Procedures of Statistics. R.G.D. Steel, J.H. Torrie &
D.A. Dickey. McGraw-Hill, Publisher, 3rd Edition, 1997.
The book is out of print, but we have obtained copyright permit from the Editor; copies may be found at the UCD bookstore.
Other useful references on Experimental Design:
REFERENCES FOR SAS
Online references:
Help for SAS: http://www.agronomy.ucdavis.edu/agr205/onlinedoc.htm
Useful sections :
SAS PROCEDURES
GUIDE (e.g. Proc
UNIVARIATE )
SAS/STAT and ANALIST
(good general introductions and detailed procedures descriptions)
Other SAS introductory texts:
Cody, Ronald P.; Smith, Jeffrey K. (1997). Applied Statisticsand the SAS
Programming Language. 4th Ed. Prentice Hall,
Delwiche, Lora D.; Slaughter, Susan J. The Little SAS Book, a primer.1995. SAS
Institute Inc.,
Recommended: Littell, Ramon C.; Freund, Rudolf J.; Spector Philip C. SAS
System for Linear Models. 3rd Ed. SAS Series in Statistical Applications.
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Last updated: December 2007