Instructor: Larry Winner
Office Hours: TBA
E-mail: winner@ufl.edu
Phone: (352) 273-2995
TA: TBA
Spring 2024 Syllabus PDF WORD
Course Notes: PDF R Programs Ch. 1 Ch. 2 Ch. 3 Ch. 4 Ch. 5 Ch. 6
Linear Regression Problems WORD PDF Solutions Part A Part B Part C Part D Part E
Experimental Design Problems WORD PDF Solutions (Part 1: QA-QD) Solutions (Part 2: QE-QH)
Analysis of Covariance Problems WORD PDF Solutions
Logistic, Poisson, Nonlinear Regression Problems WORD PDF Solutions
Exam 1 Topics - Fall 2019 Exam 1 Solutions - Fall 2019
Exam 1 Solutions - Spring 2016
Old Exam 1 (Semesters Vary on Topics)
Spring 2008 Spring 2009 Spring 2011 Spring 2012 Spring 2013 Spring 2014 Fall 2014 Spring 2015 Spring 2016 Spring 2017
Exam 2 Topics - Spring 2019 PDF
Exam 2 Solutions - Spring 2015
Old Exam 2 (Semesters Vary on Topics)
Spring 2008 Spring 2009 Spring 2011 Spring 2012 Spring 2013 Spring 2014 Fall 2014 Spring 2015 Spring 2016 Spring 2017
Exam 3 Topics - Fall 2018
Old Exam 3 (Semesters Vary on Topics)
Spring 2011 Spring 2012 Spring 2013 Spring 2014 Spring 2015 Spring 2016 Spring 2017 (Cannot Find)
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Peter Dalgaard. |
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Author: Dalgaard,
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Published: New York
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SpringerLink http://dx.doi.org/10.1007/978-0-387-79054-1 An electronic book accessible
through the World Wide Web; click for information |
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UF ONLINE See Link to Connect |
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E-bookOld Course Notes and Materials - APPLIED STATISTICAL METHODS
Solutions to Problems in Course Notes
Running Programs in R
R.bat file (Save this to your C:\sta6167 directory)
Introduction to R (Work in Progress)
Running R on Windows and Macs (Source: Stanford University Social Science Data and Software)
Downloading RStudio (Very helpful platform for Running R and managing Plots) http://www.rstudio.com/ide/download/
t, Chi Square, F Distributions (Upper .05 Tail Probabilities)
Combined Studentized Range and Bonferroni t-table
Linear Regression
Simple Linear Regression Slides (PPT)
Multiple Linear Regression Slides (PPT)
Multiple Linear Regression Slides (PDF)
Multiple Regressions Slides with White Background (PDF)
Regression Examples - R Program
Tombstone Weathering EXCEL
Regression/Correlation for Heights/Weights of NHL Players R Program Data
Bollywood Movie Revenues and Budgets - Diagnostics R Program Data (.csv) Description
Least Squares Estimation, Tests Regarding Regression Coefficients
Texas January Mean Temperature (n=369) EXCEL R Program SAS Program SAS Output EXCEL (2 Models)
Wine Price and Ratings - Complete/Reduced Models PDF
Texas Weather Case Study (Smaller Dataset) Texas Weather
Model Diagnostics
Simple Linear Regression - Graphing and Testing Model Assumptions - NBA Players Weights and Heights EXCEL R Program
Argentine Wheat Yield versus Temperature and Rainfall 1890-1919 (EXCEL)
Texas weather Spreadsheet (Larger Dataset)
Box-Cox Tranformation (Based on Full LPGA Data)
R Program R Text Output R Graphics Output SAS Program SAS Text Output SAS Graphics Output
Determination of Age of Old Carpets by Chemical Levels Data (.csv) Description EXCEL Spreadsheet
Salmon Generalized Least Squares Analysis (Autocorrelated Errors) Data Description
R Program R Output SAS Program SAS Output
Influence Diagnostics Notes
Residuals and Influence Measures (PPT) Apparent R Guidlelines for Identifying Influential Observations
US State Wine Consumption and Population Data (.csv) R Program PDF
Muscle Data Analysis Case Study Dataset Description Apparent R Guidlelines for Identifying Influential Observations
SAS Program SAS Output R Program R Output
Wine Sales and Population (EXCEL)
Bootstrap Example Antioxidant Levels and Activity in Lager Beers .csv .r
Model Building
Mortgage Yield by SMSA Data Description R Program
Cruise Ship Data Case Study R Program R Text Output SAS Program SAS Output (HTML) SAS Output (PDF) Data Description
Cruise Ship Model Building (Updated) R Program (Updated)
LPGA 2008 Case Study Dataset Description Worksheet R Program for Worksheet
R Program R Text Output R Graphics Output SAS Program SAS pdf Output SAS Text Output (BP Test)
Lager Aroma Worksheet Data Description R Program R Output
Texas Weather All Possible Regressions Worksheet Excel Spreadsheet
LPGA 2008 Case Study Dataset Description Worksheet R Program for Worksheet
R Program R Text Output R Graphics Output SAS Program SAS pdf Output SAS Text Output (BP Test)
Models with Categorical Predictors (Dummy Variables)
Egyptian Cotton EXCEL Spreadsheet R Program Data Description
Cotton Mill Productivity EXCEL Data Description R Program
Polynomial Regression and Response Surface Models
Ice Cream Sensory Evaluations EXCEL Data (.csv) Description R Program
Shot Putt - Power Clean Polynomial Regression EXCEL
Response Surface Model - Tilapia Hematology Parameters affected by Temperature and Dietary Protein Data Description
SAS Program SAS Text Output SAS Graphics Output R Program R Text Output R Graphics Output
NASCAR Top Qualifying Speed EXCEL Spreadsheet NASCAR Top Qualifying Speed Worksheet
Top Qualifying Speed Data Description SAS Program SAS Text Output SAS Graphics Output R Program R Text Output R Graphics Output Case Study (ppt)
Experimental Design and the Analysis of Variance
Experimental Design Slides (PPT) (PDF) Updated 3/15/2018
1-Way ANOVA / Completely Randomized Design
Chicken Thigh Weight Example WORD EXCEL Data .csv R Program
Menu/Calorie 1-Way ANOVA EXCEL Analysis 1 Analysis 2
Drumstick Weight EXCEL Example R Program
Innoculating Amoebae (PPT) Dataset Description
SAS Program SAS Output
R Program R Output R Program for Bonferroni CIs R Output for Bonferroni CIs
Slip Resistance Among 23 Brands of Boots (EXCEL)
American Apparel Reputation Experiment Data Description EXCEL
1927 Yankees EXCEL Spreadsheet Military Fabrics EXCEL Spreadsheet
Power Calculations for 1-Way ANOVA in R NHL/NBA/EPL BMI Power Example
Randomized Block Design
Caffeine and Endurance (PPT) Dataset Description
SAS Program SAS Output R Program R Output R Program for Bonferroni CIs R Output for Bonferroni CIs
Cheese Experiment (EXCEL) Data (.csv) R Program
Chopstick Efficiency Worksheet EXCEL Spreadsheet Data Description
Latin Square Design
Product Sales by Shelf Space for 4 Categories (Tang = Category 3) Worksheet Data Description EXCEL Spreadsheet
SAS Program SAS Output R Program R Output
Multiple Latin Squares - Map Distance Experiment Worksheet EXCEL Spreadsheet
Factorial Designs
Fixed Effects Models
Halo Effect 2-Way ANOVA PPT EXCEL R Program
Bevarage/Chocolate Pairing Experiment EXCEL
2-Way ANOVA - Lacrosse Helmets (PPT) Dataset Description SAS Program SAS Output R Program R Output
E-Reader Spreadsheet R Program Data Description
Breathalyzer Spreadsheet
Expected Mean Squares
3- Way ANOVA Poker Skill R Program Text Output Graphics Output Data Description
Unbalanced 2-Way ANOVA Deflection of Karate Boards R Program R Output SAS Program SAS Output
Celebrity Endorser and Attention by Product R Program Data (.csv) Description
NBA Player Games 2016/17 Regular Season 1-Way Random Effects Model R Program Data (.csv)
Random and Mixed Effects Models
Hops 1-Way Random Effects Example - EXCEL
NBA Player Games 2016/17 Regular Season (1-Way Random Effects) R Program Data (.csv)
Pro Bowler Data (2006) - 2-Way Random Effects Model - EXCEL R Program Data (.csv)
Women's Bowling Analysis - 2-Way Mixed Effects Model Data Description SAS Program SAS Output R Program R Output
Women's NBA Efficiency Simulation 2-Way Mixed Effects Model R Program
Nested Designs
Water Levels by Swamp Size (PPT) Data Description SAS Program SAS Output R Program R Output
Nested Design - Semiconductor Data Description EXCEL R Program
Split-Plot Designs
Wool Shrinkage by Treatment and Dry Cycle (PPT) Dataset Description SAS Program SAS Output R Program R Output
Repeated Measures Designs
Rogaine Study in Women (PPT) Dataset Description SAS Program SAS Output R Program R Output
Repeated Measures - Per Capita Income by Region - EXCEL Spreadsheet
Repeated Measures ANOVA - Zylkenene for Cats with Anxiety EXCEL Spreadsheet Univariate Data Description Multivariate Data Description
SAS Program Output R Program Output
Random Coefficient Regression Models
Winter Wheat Data SAS Program SAS Output R Program R Output EXCEL File
Breathalyzer Data Description SAS Program SAS Output R Program R Output
Analysis of Covariance
Analysis of Covariance Slides (PPT) (PDF) white background (PPT)
Body Length and Head Length for Trout from 2 Lakes (PPT) Dataset Description SAS Program SAS Output R Program R Output
Trombone Dataset Description SAS Program SAS Output R Program R Output EXCEL Spreadsheet Completed Sheet
Generalized Linear Models
Introduction to Discrete Probability Distributions (PPT)
Common Families of Probability Distributions - Examples (PPT)
Odds Ratios and Relative Risks - John Snow Cholera Data (PPT)
Introduction to Generalized Linear Models (PPT) Color (Updated 4/12/2018 - WIP)
Logistic Regression
NBA 2014/15 - Logistic Regression EXCEL R Program
T-Shirt Color Effect on Tipping R Program EXCEL
Logistic Regression - NFL Field Goal Attempts (2003)
Ski Head Injury Table 1 Table 2
Motorcycle/ED Worksheet R Program SAS Program SAS Output SAS Graph
Lobster Survival in Tether Experiment (PPT) R Program
Pre-Challenger O-Ring Failure and Temperature (PPT) Dataset Description SAS Program SAS Output R Program R Output
Donner Party Data Description SAS Program SAS Output R Program R Output
Diesel Train Engine Diffusion Plots (EXCEL)
Herbicide Picloram Dataset Description SAS Program SAS Output R Program R Output
Poisson Regression
Poisson Distribution - English Premier League Soccer Scores (PPT)
Likelihood Ratio, Wald, and Lagrange Multiplier Tests - European Premier League Goals 2004 Season
Webworm Larvae Dataset Description SAS Program SAS Output R Program R Output
Poisson Regression - Caution Flags at NASCAR Races (PPT) Data Description SAS Program SAS Output R Program R Output
West Nile Virus in South Carolina Data Description SAS Program SAS Output R Code R Output
Apprentice Worksheet SAS Program SAS Output R Program R Output
Tree Sex Plots - Project 4 (EXCEL)
Poisson Regression with Rates Friday the 13th and Deaths in Finland Friday the 13th and Deaths in Finland SAS Output
Nonlinear Regression
Logistic and Nonlinear Regression Models (PPT)
Cobb-Douglas Production Function Case Study Data Description
Orlistat Fat Absorption Case Study Data Description SAS Program SAS Output R Program R Output
Fertilizer Yield Data Description SAS Program SAS Output R Program R Output Fitted Values (EXCEL)
Distilled Spirits Worksheet EXCEL File Data Description SAS Program SAS Output R Program R Output
Kentucky Derby Winning Times Data (.csv) R Program
Destroyer_Graph (EXCEL)
Survival Analysis
Introduction to Survival Analysis (PPT)
Fly Survival by Treatment Case Study Data Description SAS Program SAS Output R Program R Output
Male & Female Survival Curves - Rock n Roll Marathon Completion Times, Washington, DC 2015 (EXCEL)
Datasets/Programs From Tuesday April 8, 2008 Lecture
U.S. Cotton Production Efficiency 1834-1860 Data Description
Union Army Strength/Casualties at Gettysburg Data Description R Program -- Division 1 as Reference R Output SAS Program -- Division 9 as Reference SAS Output
Ginkgo/Acetazolamide for Acute Mountain Sickness in Himalayan Trekkers Data Description R Program R Output SAS Program SAS Output
Projects
Project 1 - Due 9/19/19 PDF
Ballistic Dataset
Ballistic Data Description
R Code for Project1, Part 2
SAS Code for Project1, Part 2
Stature Data (.csv) Description R Program SAS Program
Evaporation Dataset Description R Program SAS Program
Project 2 - Due 10/15/2019 PDF
Part 1: Biodiesel from Waste Canola Oil Data Description R Program to Read data and Assign Trts for Last Part
Part 2: Temperature and Extraction Pressure Effects on Foam Index of Espresso Coffee Data (.csv) Description
Part 3: Hairiness of Fabric of Various Twist Levels, Test Speeds, and Bobbins Data Description R Program
Part 4: Product Type and Endorser Type on Female Consumers Attention Data (.csv) Description R Program Base
Part 5: Repeatbility and Reproducibility in Steel Production Measurements Data (.csv) Description
Project 3 - Due 11/12/19 (Do not do Part 1) Updated Notation for Analysis of Covariance
Repeatbility and Reproducibility in Steel Production Measurements Data (.csv) Description
Brand Caffeine Data (Brand, Restaurant, Caffeine Content)
Brand Caffeine data (EXCEL format) Partial Analysis (EXCEL) R Program
CO2 Uptake Dataset .csv Description
Wool Fiber Dataset .csv Descrption
Project 4 - We will Complete this in Class Thursday 4/17
Project 4 Worksheet
Mice Radiation Data
Mice Radiation Description R Program
British Rail Data .csv .dat Vars are (year, year.1967, privatize, kilometers (millions), fatalities) R Program SAS Program
Destroyer Data Description R Program SAS Program