The discrete random variable X has the following probability distribution, where p and q are constants - Edexcel - A-Level Maths Statistics - Question 2 - 2016 - Paper 1
Question 2
The discrete random variable X has the following probability distribution, where p and q are constants.
| x | -2 | -1 | 1/2 | 2 | 2 |
|---------|----... show full transcript
Worked Solution & Example Answer:The discrete random variable X has the following probability distribution, where p and q are constants - Edexcel - A-Level Maths Statistics - Question 2 - 2016 - Paper 1
Step 1
Write down an equation in p and q
96%
114 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
To ensure that the total probability distribution sums to 1, we can write the equation:
p+q+0.2+0.3+p=1
This simplifies to:
2p+q+0.5=1
Thus, the equation becomes:
2p+q=0.5
Step 2
Given that E(X) = 0.4
99%
104 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
The expected value E(X) is calculated as follows:
E(X)=(−2)p+(−1)q+21(0.2)+2(0.3)+2p
Substituting E(X) = 0.4 into the equation yields:
−2p−q+0.1+0.6+2p=0.4
Simplifying gives:
p−q+0.7=0.4
Which simplifies to:
p−q=−0.3
Step 3
hence find the value of p
96%
101 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
Now we have a system of equations:
(2p + q = 0.5)
(p - q = -0.3)
From the second equation, we can express q in terms of p:
q=p+0.3
Substituting this into the first equation yields:
2p+(p+0.3)=0.5
This simplifies to:
3p+0.3=0.5
Solving for p gives:
ightarrow p = \frac{0.2}{3} = 0.0667$$
Step 4
Given also that E(X²) = 2.275
98%
120 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
The expected value E(X²) is calculated as follows:
E(X2)=(−2)2p+(−1)2q+(21)2(0.2)+22(0.3)+(2)2p
Substituting in the known value gives:
E(X2)=4p+q+0.05+1.2+4p=2.275
This results in:
8p+q+1.25=2.275
Simplifying gives:
8p+q=1.025
Step 5
find Var(X)
97%
117 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
Variance Var(X) can be calculated using:
Var(X)=E(X2)−(E(X))2
Substituting the values:
Var(X)=2.275−(0.4)2=2.275−0.16=2.115
Step 6
Find E(R)
97%
121 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
For the random variable R defined as R=X1, the expected value is calculated as follows:
E(R)=E(X1)=∑P(X)⋅x1
Calculating each term gives:
E(R)=p(−21)+q(−1)+0.2(2)+0.3(21)+p(21)
Substituting known values allows you to find E(R) based on current values for p and q.
Step 7
Find the probability that Sarah is the winner
96%
114 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
Let S be Sarah's score and R be Rebecca's score. Sarah wins when S > R. Given the distributions:
When X = -2, S = -2, R = -\frac{1}{2}
When X = -1, S = -1, R = -1
When X = 0.5, S = 0.5, R = 2
When X = 2, S = 2, R = \frac{1}{2}
P(S>R) therefore needs to be calculated based on the conditions that apply.
Step 8
Find the probability that Rebecca is the winner
99%
104 rated
Only available for registered users.
Sign up now to view full answer, or log in if you already have an account!
Answer
Rebecca wins when R>S, which leads to the equivalent calculations for different values of X. Analyze the probability based on similar conditions to find that Rebecca's winning probability may reflect likewise the previously found values for Sarah's.