Christopher R. Bilder, Ph.D.
University of Nebraska-Lincoln
Department of Statistics
340 Hardin Hall, East Campus
Lincoln, NE 68583-0963
Phone: (402) 472-2903
E-mail: bilder@unl.edu
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STAT 878 Home
Canvas
Graded
Schedule
Section Materials
Course notes in Word files are designed to be printed as 4 pages per sheet of paper.
Section 1 - Introduction
Notes/videos
Syllabus-1.pdf
,
syllabus_supplemental.pdf
Course structure-2.docx
R_intro-Basics-3.docx
,
video
R_intro-ProgramEditors-4.docx
,
video
R_intro-Example-5.docx
,
video
R_intro-ObjectOrientedLanguage-6.docx
,
video
Data:
gpa.csv
gpa.txt
R programs:
AppendixInitialExamples.R
gpa.R
Additonal files
EquationFonts.docx
,
mtextra.ttf
Remember to reproduce the examples in the notes
Section 2 - Time series
Notes/videos
ExampleData-1.docx
,
video
BasicModels-2.docx
,
video
Dependence-3.docx
,
video
Stationarity-4.docx
,
video
EstimateInferenceDependence-5.docx
,
video
ResolveNonstationarity-6.docx
,
video
Data
AR1.0.7.txt
COVID-cases-LanscasterCounty.csv
COVIDwastewater.csv
greenhousegas_pop_10nations.csv
nonstat.mean.csv
OSU_enroll.csv
Sales.csv
SN_y_tot_V2.0.csv
SP500weekly.csv
stoplight.csv
R programs
ar1.R
ar1_0.7.R
COVID-Investigate.R
COVIDwastewater.R
dependence.R
first_diff.R
jj.R
moving_average.R
nonstat.mean.R
OSU_enroll.R
SP500.R
sunspots.R
white_noise.R
Remember to reproduce the examples in the notes
Section 3 - ARIMA
Notes/videos
AR-1.docx
,
video
MA-2.docx
,
video
ARMA-3.docx
,
video
ACFforARMA-4.docx
,
video
PACFforARMA-5.docx
,
video
CompareTrueEstimatedACF_PACF-6.docx
,
video
IntegratedModels-7.docx
,
video
EstimationPart1-8.docx
,
video
EstimationPart2-9.docx
,
video
Forecasting-PointEstimate-10.docx
,
video
Forecasting-Inference-11.docx
,
video
DriftTerm-12.docx
,
video
ModelBuildingSteps-13.docx
,
video
ModelBuildingExample-14.docx
,
video
SARIMA-IntroSimExample-15.docx
,
video
SARIMA-OSUexample-16.docx
,
video
Data
arima111.csv
sarima011.011.12.csv
RiverHeight.csv
week10.csv
week12.csv
R programs
ar1_model_build.R
ar1_sim.R
arima111_model_build.R
arima111_sim.R
arma_sample.R
examine.mod.R
fit_AR1.R
ma1_sim.R
OSU_enroll_MB.R
poly_root_example.R
sarima_011_011_12_sim.R
Week5.R
Week10.R
Week12.R
Additional items
Arlt and Trcka (2021)
Remember to reproduce the examples in the notes
Section 4 - More topics
Notes/videos
ARFIMA-IntroSimExample-1.docx
,
video
ARFIMA-AddExamples-2.docx
,
video
RegressionARMAerrors-3.docx
,
video
MultipleTimeSeries-4.docx
,
video
ARCH-Introduction-5.docx
,
video
ARCH-SimulatedExample-6.docx
,
video
ARCH-ARIMA-7.docx
,
video
GARCH-8.docx
,
video
MoreTimeSeriesAnalysis-9.docx
,
video
Data
CourseVisitsTS.csv
SalesAdvertising.csv
sp500.txt
x_arfima.txt
R programs and Excel files
arch1.R
arch2.R
arfima_sim.R
ElNino.R
GNP.R
LApollution.R
SalesAdvertising.csv
simple_ccf_exampleV2.R
simple_CCF_exampleV2.xlsx
SP500.R
varve_frac.R
Remember to reproduce the examples in the notes