Christopher R. Bilder, Ph.D.
University of Nebraska-Lincoln
Department of Statistics
340 Hardin Hall North, East Campus
Lincoln, NE 68583-0963
Phone: (402) 472-2903
Website:
www.chrisbilder.com
E-mail: and
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STAT 873 Home
Section Materials
Listserv
Graded Materials
Schedule
Day #1
Office location
Syllabus
;
syllabus supplement
Everitt, B. and Hothorn, T. (2011).
An Introduction to Applied Multivariate Analysis with R
. Springer.
http://library.unl.edu/record=b4156441
Hewson, P. (2009).
Multivariate Statistics with R
.
Blended learning
Listserv_help
Section 1 - Background material
Introduction to R:
Notes
,
InitialExamples.R
,
GPA.R
,
gpa.txt
,
gpa.xls
,
gpa.csv
,
diamond_prices.xls
,
Homework
Matrix algebra:
Notes
,
basic_matrix_algebra.r
,
HS_college_GPA_MA.r
,
gpa_MA.txt
,
Homework
Data-distributions-correlation:
Notes
,
cereal.r
,
cereal.xls
,
cereal.csv
,
normal_plot.r
,
Homework
Please remember to examine the tests from 2013 and to reproduce all examples in the notes
Section 2 - Summarizing data
Graphics:
Notes
,
cereal_graphics.r
,
sim_results.xls
,
Homework
Principal component analysis:
Notes
,
cereal_PCA.r
,
goblet_PCA.r
,
goblet.csv
,
Homework
Factor analysis:
Notes
,
MLE supplement
,
goblet_FA.r
,
LikelihoodFunction.r
,
Homework
,
police_applicant.csv
Cluster analysis:
Notes
,
dist_example.R
,
goblet_CA.r
,
two_var.r
,
Homework
Please remember to examine the projects and tests from 2013 and to reproduce all examples in the notes
Section 3 - Prediction
Discriminant analysis:
Notes
,
Placekick_DA.r
,
factors.r
,
Placekick.csv
,
valid.csv
,
Homework
Nearest neighbor analysis:
Notes
,
4obs.r
,
Placekick_NNC.R
,
Homework
Logistic regression:
Notes
,
accuracy_plot.r
,
Non-convergence.R
,
Placekick_logisticreg.R
,
PiPlot.R
,
Swets et al. (2000)
,
Homework
Multinomial regression:
Notes
,
wheat_mult_reg.r
,
MultinomialModelPlot.r
,
plot_all.r
,
wheat_all.csv
,
Homework
,
turkey.csv
Random forests
Please remember to examine the projects and tests from 2013 and to reproduce all examples in the notes
Section 4 - Classical methods
Testing means:
Notes
,
CPT.r
,
hotelling_sim.r
Please remember to reproduce all examples in the notes