Question
In a 2006 study published in The New England Journal of Medicine, 78 pairs of patients with Parkinson's disease were randomly assigned to receive treatment
In a 2006 study published in The New England Journal of Medicine, 78 pairs of patients with Parkinson's disease were randomly assigned to receive treatment (which consisted of deep-brain stimulation of a region of the brain affected by the disease) or control (which consisted of taking a prescription drug). The researchers found that in 50 of 78 pairs, the patients who received deep-brain stimulation had improved more than their partner in the control group. The parameter of interest is , the probability of doing better on treatment than control.
(a) Let Y denote the number of pairs in which the treatment patient did better than the control patient. What is the distribution of Y? Provide your null/alternative hypothesis. Be specific!
(b) Test the null hypothesis in part (a) using a type I error of 0.05.
(c) Construct a 95% confidence interval for and interpret it.
(d) In the paper, the authors claim that deep-brain stimulation is "more effective than medical Management". Based on your answers to (b) and (c), do you agree and why?
(e) Suppose you analyzed this data from a Bayesian perspective, using a Uniform[0, 1] prior distribution on . What is the posterior distribution of |y?
(f) Plot the posterior density f( | y).
(g) Calculate a 95% posterior credible interval for . If you use any program, make sure to provide your codes.
(h) What is the posterior probability that > 0.5?
(i) Based on your analysis in (e)-(h), do you agree that deep-brain stimulation is "more effective than medical management".
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