regclass: Tools for an Introductory Class in Regression and Modeling

Contains basic tools for visualizing, interpreting, and building regression models. It has been designed for use with the book Introduction to Regression and Modeling with R by Adam Petrie, Cognella Publishers.

Author
Adam Petrie
Date of publication
2016-08-06 23:15:57
Maintainer
Adam Petrie <apetrie@utk.edu>
License
GPL (>= 2)
Version
1.4

View on CRAN

Man pages

ACCOUNT
Predicting whether a customer will open a new kind of account
all_correlations
Pairwise correlations between quantitative variables
APPLIANCE
Appliance shipments
associate
Association Analysis
ATTRACTF
Attractiveness Score (female)
ATTRACTM
Attractiveness Score (male)
AUTO
AUTO dataset
BODYFAT
BODYFAT data
BODYFAT2
Secondary BODYFAT dataset
build_model
Variable selection for descriptive or predictive linear and...
build_tree
Exploratory building of partition models
BULLDOZER
BULLDOZER data
BULLDOZER2
Modified BULLDOZER data
CALLS
CALLS dataset
CENSUS
CENSUS data
CENSUSMLR
Subset of CENSUS data
CHARITY
CHARITY dataset
check_regression
Linear and Logistic Regression diagnostics
choose_order
Choosing order of a polynomial model
CHURN
CHURN dataset
confusion_matrix
Confusion matrix for logistic regression models
cor_demo
Correlation demo
cor_matrix
Correlation Matrix
CUSTCHURN
CUSTCHURN dataset
CUSTLOYALTY
CUSTLOYALTY dataset
CUSTREACQUIRE
CUSTREACQUIRE dataset
CUSTVALUE
CUSTVALUE dataset
DIET
DIET data
DONOR
DONOR dataset
EDUCATION
EDUCATION data
EX2.CENSUS
CENSUS data for Exercise 5 in Chapter 2
EX2.TIPS
TIPS data for Exercise 6 in Chapter 2
EX3.ABALONE
ABALONE dataset for Exercise D in Chapter 3
EX3.BODYFAT
Bodyfat data for Exercise F in Chapter 3
EX3.HOUSING
Housing data for Exercise E in Chapter 3
EX3.NFL
NFL data for Exercise A in Chapter 3
EX4.BIKE
Bike data for Exercise 1 in Chapter 4
EX4.STOCKPREDICT
Stock data for Exercise 2 in Chapter 4 (prediction set)
EX4.STOCKS
Stock data for Exercise 2 in Chapter 4
EX5.BIKE
BIKE dataset for Exercise 4 Chapter 5
EX5.DONOR
DONOR dataset for Exercise 4 in Chapter 5
EX6.CLICK
CLICK data for Exercise 2 in Chapter 6
EX6.DONOR
DONOR dataset for Exercise 1 in Chapter 6
EX6.WINE
WINE data for Exercise 3 Chapter 6
EX7.BIKE
BIKE dataset for Exercise 1 Chapters 7 and 8
EX7.CATALOG
CATALOG data for Exercise 2 in Chapters 7 and 8
EX9.BIRTHWEIGHT
Birthweight dataset for Exercise 1 in Chapter 9
EX9.NFL
NFL data for Exercise 2 Chapter 9
EX9.STORE
Data for Exercise 3 Chapter 9
extrapolation_check
A crude check for extrapolation
find_transformations
Transformations for simple linear regression
FRIEND
Friendship Potential vs. Attractiveness Ratings
FUMBLES
Wins vs. Fumbles of an NFL team
generalization_error
Calculating the generalization error of a model on a set of...
getcp
Complexity Parameter table for partition models
influence_plot
Influence plot for regression diganostics
JUNK
Junk-mail dataset
LARGEFLYER
Interest in frequent flier program (large version)
LAUNCH
New product launch data
mosaic
Mosaic plot
MOVIE
Movie grosses
NFL
NFL database
OFFENSE
Some offensive statistics from 'NFL' dataset
outlier_demo
Interactive demonstration of the effect of an outlier on a...
overfit_demo
Demonstration of overfitting
PIMA
Pima Diabetes dataset
POISON
Cockroach poisoning data
possible_regressions
Illustrating how a simple linear/logistic regression could...
PRODUCT
Sales of a product one quarter after release
PURCHASE
PURCHASE data
qq
QQ plot
SALARY
Harris Bank Salary data
see_interactions
Examining pairwise interactions between quantitative...
see_models
Examining model AICs from the "all possible" regressions...
segmented_barchart
Segmented barchart
SMALLFLYER
Interest in a frequent flier program (small version)
SOLD26
Predicting future sales
SPEED
Speed vs. Fuel Efficiency
STUDENT
STUDENT data
suggest_levels
Combining levels of a categorical variable
summarize_tree
Useful summaries of partition models from rpart
SURVEY09
Student survey 2009
SURVEY10
Student survey 2010
SURVEY11
Student survey 2011
TIPS
TIPS dataset
VIF
Variance Inflation Factor
visualize_model
Visualizations of one or two variable linear or logistic...
visualize_relationship
Visualizing the relationship between y and x in a partition...
WINE
WINE data

Files in this package

regclass
regclass/NAMESPACE
regclass/data
regclass/data/SPEED.rda
regclass/data/CENSUSMLR.rda
regclass/data/EX9.NFL.rda
regclass/data/WINE.rda
regclass/data/CUSTVALUE.rda
regclass/data/EX3.NFL.rda
regclass/data/EX6.DONOR.rda
regclass/data/EDUCATION.rda
regclass/data/POISON.rda
regclass/data/PURCHASE.rda
regclass/data/BULLDOZER.rda
regclass/data/CUSTLOYALTY.rda
regclass/data/CUSTCHURN.rda
regclass/data/OFFENSE.rda
regclass/data/CENSUS.rda
regclass/data/SURVEY09.rda
regclass/data/ATTRACTF.rda
regclass/data/ATTRACTM.rda
regclass/data/MOVIE.rda
regclass/data/EX5.DONOR.rda
regclass/data/BULLDOZER2.rda
regclass/data/CALLS.rda
regclass/data/SMALLFLYER.rda
regclass/data/LAUNCH.rda
regclass/data/JUNK.rda
regclass/data/EX4.STOCKS.rda
regclass/data/AUTO.rda
regclass/data/NFL.rda
regclass/data/PIMA.rda
regclass/data/EX2.CENSUS.rda
regclass/data/FRIEND.rda
regclass/data/EX4.BIKE.rda
regclass/data/PRODUCT.rda
regclass/data/CUSTREACQUIRE.rda
regclass/data/TIPS.rda
regclass/data/EX4.STOCKPREDICT.rda
regclass/data/EX9.STORE.rda
regclass/data/DIET.rda
regclass/data/EX9.BIRTHWEIGHT.rda
regclass/data/SURVEY11.rda
regclass/data/EX7.BIKE.rda
regclass/data/EX3.HOUSING.rda
regclass/data/SALARY.rda
regclass/data/datalist
regclass/data/EX6.WINE.rda
regclass/data/SOLD26.rda
regclass/data/APPLIANCE.rda
regclass/data/LARGEFLYER.rda
regclass/data/EX3.ABALONE.rda
regclass/data/EX7.CATALOG.rda
regclass/data/FUMBLES.rda
regclass/data/BODYFAT2.rda
regclass/data/EX6.CLICK.rda
regclass/data/CHURN.rda
regclass/data/ACCOUNT.rda
regclass/data/EX2.TIPS.rda
regclass/data/BODYFAT.rda
regclass/data/DONOR.rda
regclass/data/EX5.BIKE.rda
regclass/data/CHARITY.rda
regclass/data/EX3.BODYFAT.rda
regclass/data/STUDENT.rda
regclass/data/SURVEY10.rda
regclass/R
regclass/R/see_interactions.R
regclass/R/outlier_demo.R
regclass/R/summarize_tree.R
regclass/R/see_models.R
regclass/R/getcp.R
regclass/R/generalization_error.R
regclass/R/possible_regressions.R
regclass/R/associate.R
regclass/R/overfit_demo.R
regclass/R/cor_demo.R
regclass/R/build_tree.R
regclass/R/segmented_barchart.R
regclass/R/choose_order.R
regclass/R/mosaic.R
regclass/R/confusion_matrix.R
regclass/R/build_model.R
regclass/R/all_correlations.R
regclass/R/check_regression.R
regclass/R/find_transformations.R
regclass/R/influence_plot.R
regclass/R/cor_matrix.R
regclass/R/visualize_relationship.R
regclass/R/extrapolation_check.R
regclass/R/qq.R
regclass/R/suggest_levels.R
regclass/R/VIF.R
regclass/R/zzz.R
regclass/R/visualize_model.R
regclass/MD5
regclass/DESCRIPTION
regclass/man
regclass/man/LARGEFLYER.Rd
regclass/man/BULLDOZER2.Rd
regclass/man/WINE.Rd
regclass/man/suggest_levels.Rd
regclass/man/JUNK.Rd
regclass/man/ACCOUNT.Rd
regclass/man/EX5.BIKE.Rd
regclass/man/SOLD26.Rd
regclass/man/build_tree.Rd
regclass/man/SURVEY11.Rd
regclass/man/CUSTREACQUIRE.Rd
regclass/man/see_models.Rd
regclass/man/PRODUCT.Rd
regclass/man/AUTO.Rd
regclass/man/CUSTVALUE.Rd
regclass/man/EX6.WINE.Rd
regclass/man/associate.Rd
regclass/man/SURVEY10.Rd
regclass/man/EX5.DONOR.Rd
regclass/man/APPLIANCE.Rd
regclass/man/OFFENSE.Rd
regclass/man/STUDENT.Rd
regclass/man/EDUCATION.Rd
regclass/man/EX2.CENSUS.Rd
regclass/man/PURCHASE.Rd
regclass/man/EX6.DONOR.Rd
regclass/man/all_correlations.Rd
regclass/man/cor_demo.Rd
regclass/man/getcp.Rd
regclass/man/EX2.TIPS.Rd
regclass/man/EX9.STORE.Rd
regclass/man/segmented_barchart.Rd
regclass/man/CUSTCHURN.Rd
regclass/man/EX9.NFL.Rd
regclass/man/EX4.BIKE.Rd
regclass/man/summarize_tree.Rd
regclass/man/confusion_matrix.Rd
regclass/man/EX9.BIRTHWEIGHT.Rd
regclass/man/influence_plot.Rd
regclass/man/BULLDOZER.Rd
regclass/man/LAUNCH.Rd
regclass/man/EX3.BODYFAT.Rd
regclass/man/choose_order.Rd
regclass/man/CALLS.Rd
regclass/man/EX3.HOUSING.Rd
regclass/man/DONOR.Rd
regclass/man/POISON.Rd
regclass/man/possible_regressions.Rd
regclass/man/see_interactions.Rd
regclass/man/outlier_demo.Rd
regclass/man/CHARITY.Rd
regclass/man/SALARY.Rd
regclass/man/MOVIE.Rd
regclass/man/extrapolation_check.Rd
regclass/man/ATTRACTM.Rd
regclass/man/visualize_model.Rd
regclass/man/EX3.ABALONE.Rd
regclass/man/EX4.STOCKPREDICT.Rd
regclass/man/PIMA.Rd
regclass/man/EX7.CATALOG.Rd
regclass/man/EX7.BIKE.Rd
regclass/man/FRIEND.Rd
regclass/man/BODYFAT.Rd
regclass/man/visualize_relationship.Rd
regclass/man/TIPS.Rd
regclass/man/overfit_demo.Rd
regclass/man/CENSUS.Rd
regclass/man/SURVEY09.Rd
regclass/man/find_transformations.Rd
regclass/man/EX4.STOCKS.Rd
regclass/man/EX3.NFL.Rd
regclass/man/mosaic.Rd
regclass/man/EX6.CLICK.Rd
regclass/man/SMALLFLYER.Rd
regclass/man/BODYFAT2.Rd
regclass/man/ATTRACTF.Rd
regclass/man/NFL.Rd
regclass/man/CHURN.Rd
regclass/man/CUSTLOYALTY.Rd
regclass/man/SPEED.Rd
regclass/man/build_model.Rd
regclass/man/generalization_error.Rd
regclass/man/check_regression.Rd
regclass/man/qq.Rd
regclass/man/DIET.Rd
regclass/man/VIF.Rd
regclass/man/FUMBLES.Rd
regclass/man/CENSUSMLR.Rd
regclass/man/cor_matrix.Rd