Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

After loading the faraway library, use the help(pima) command to obtain details regarding the pima data set. Please solve the following questions and data is

After loading the faraway library, use the help(pima) command to obtain details regarding the pima data set. Please solve the following questions and data is within the package'faraway'.

Use the R code below to help you obtain the crude and adjusted Odds Ratios.

a) Interpret the adjusted Odds Ratio for diastolic.

b) Perform the Likelihood Ratio Test to determine if age, insulin, and triceps can be dropped from the model using and overall alpha=0.05.

c) Perform the Likelihood Ratio Test to determine if the coefficient of diastolic is equal to the coefficient of insulin using alpha=0.05.

library(faraway)

library(lmtest)

library(epiDisplay)

#Multiple Logistic Regression in R

logistic = glm(test ~ age + bmi + diastolic + diabetes + glucose + insulin + pregnant + triceps,family=binomial(logit),data=pima)

summary(logistic)

## Easier view

logistic.display(logistic)

#Example code for Likelihood Ratio Test

#for H0: B(triceps)=0 #write model without triceps

logistic1 = glm(test ~ age + bmi + diastolic + diabetes + glucose + insulin + pregnant,family=binomial(logit),data=pima)

lrtest(logistic1,logistic)

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access with AI-Powered Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Introduction to Management Science

Authors: Bernard W. Taylor

12th edition

133778843, 978-0133778847

Students also viewed these Mathematics questions

Question

Differentiate 3sin(9x+2x)

Answered: 1 week ago

Question

Compute the derivative f(x)=(x-a)(x-b)

Answered: 1 week ago