Step 1: Understanding the Concept:
We are given a condition on a Binomial distribution probability mass function. We need to set up the equation using the formula and solve for the parameter p.
Step 2: Key Formula or Approach:
For Binomial distribution B(n, p):
P(X = k) = C(n, k) × pk × (1 - p)n-k
Step 3: Detailed Explanation:
Given n = 7 and P(X = 3) = P(X = 5).
C(7, 3) × p3 × (1 - p)4 = C(7, 5) × p5 × (1 - p)2
Substitute C(7, 3) = 35 and C(7, 5) = 21. Let q = 1 - p.
35p3q4 = 21p5q2
Divide both sides by 7p3q2 (assuming p ≠ 0 and q ≠ 0):
5q2 = 3p2
Substitute q = 1 - p:
5(1 - p)2 = 3p2
5(1 - 2p + p2) = 3p2
5 - 10p + 5p2 = 3p2
2p2 - 10p + 5 = 0
Solve for p using the quadratic formula:
p = [10 ± √(100 - 40)] / 4
p = [10 ± √60] / 4
p = [10 ± 2√15] / 4
p = (5 ± √15) / 2
Since p is a probability, 0 ≤ p ≤ 1.
√15 ≈ 3.87
(5 + 3.87) / 2 > 1 (Rejected)
(5 - 3.87) / 2 < 1 (Accepted)
So, p = (5 - √15) / 2.
Step 4: Final Answer:
The value of p is (5 - √15) / 2.