Question
Part D There are 30 Galapagos islands and 6 variables in the dataset. The relationship between the number of plant species and several geographic variables
Part D
There are 30 Galapagos islands and 6 variables in the dataset. The relationship between the number of plant species and several geographic variables is of interest. The dataset contains the following variables
Species: the number of plant species found on the island
Area: the area of the island (km$^2$)
Elevation: the highest elevation of the island (m)
Nearest: the distance from the nearest island (km)
Scruz: the distance from Santa Cruz island (km)
Adjacent: the area of the adjacent island (square km)
Consider the of all the predictors in the full model:
> vif(lm(Species~.,data=gala)) Area Elevation Nearest Scruz Adjacent 2.928145 3.992545 1.766099 1.675031 1.826403
1.What do they represent? What problem can they help to diagnose in a regression fit? Is the problem present in this full model?
2.How much is the standard error for the estimated beta of the Area predictor inflated? What is the R-squared for regressing Area on the other predictors ?
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started