In: Statistics and Probability
There is an study which contains 4 questions as follow:
I) 3 questions have four multiple choices a, b, c and d
II) only one question is true and false
Let \( X \) denotes the number of correct answers for part (I) and \( Y \) denotes the number of correct answers in true/false part. Find the joint probability distribution function \( f_X,_Y(x,y) \)
Given
Total number of questions = 4
Part I: 3 questions with four multiple choices
Part II: One true/false question
X = Number of correct answers for Part I
Y = Number of correct answers in true/false part (Part II)
To determine: Joint probability function
Solution
X has a Binomial distribution with success probability p = 1/4 and n = 3. This is because each question can be considered as a bernoulli trial with success probability p = 1/4 and there are three questions in part I.
Hence, the probability distribution of X is:
(Binomial distribution)
for x = 0,1,2,3 (Substituting the values of p and n)
Similarly Y has Bernoulli distribution with success probability p = 1/2.
Hence, the probability distribution of X is:
(Binomial distribution)
for y = 0,1 (Substituting the value of p)
The outcome of part II does not depend on that of part I and vice versa. Hence, X and Y are independent.
Hence, the joint probability distributionof X and Y is:
for x = 0,1,2,3 and y = 0,1
Now tabulating the joint probability for different values of X and Y:
X | |||||
0 | 1 | 2 | 3 | ||
Y | 0 | ||||
1 |