- 2073 Shrawan · 5 marks
Negative binomial: 5th hit on 10th throw
Short answer
Negative binomial distribution gives the trial number of the k-th success. For 10th throw as 5th hit with p=0.6, probability=0.1003, mean=8.33, variance=5.56.
Define negative binomial Distribution. If a boy is throwing stone at a target what is the probability that his 10th throw is his 5th hit, if the probability of hitting the target at any trial is 0.6. Also find the mean and variance of random variable.
Negative binomial distribution
In independent Bernoulli trials with constant success probability p, let X be the trial number on which the k-th success occurs. Then X has a negative binomial distribution:
P(X = x) = C(x − 1, k − 1) pᵏ qˣ⁻ᵏ, x = k, k + 1, k + 2, …
Mean = k/p, variance = kq/p². (For k = 1 it reduces to the geometric distribution.)
Probability that the 10th throw is the 5th hit
Here k = 5, x = 10, p = 0.6, q = 0.4. The 10th throw must be a hit, and exactly 4 hits must occur in the first 9 throws.
P(X = 10) = C(9, 4) (0.6)⁵ (0.4)⁵ = 126 × 0.07776 × 0.01024 = 0.1003
Mean and variance
Mean = k/p = 5/0.6 = 8.33 throws
Variance = kq/p² = 5 × 0.4 / 0.36 = 2/0.36 = 5.56
Answer: probability = 0.1003, mean = 8.33, variance = 5.56
✓ Answer checked by Claude Sonnet 5.5
Related questions
- Binomial vs negative binomial differences · Probability and Statistics, chapter 2 · asked 4×
- Negative binomial: definition and difference · Probability and Statistics, chapter 2 · asked 4×
- Binomial characteristics vs negative binomial · Probability and Statistics, chapter 2 · asked 4×
- Negative binomial definition and characteristics · Probability and Statistics, chapter 2 · asked 2×
- Continuous random variable; pdf properties · Probability and Statistics, chapter 3
- Discrete distribution; compare NB and binomial · Probability and Statistics, chapter 2
- Projectile hitting target 600 m below · Applied Mechanics, chapter 8 · asked 2×
- Random process; LTI output is WSS if input is WSS · Communication Systems, chapter 9
- Moments of random variable; NEB of RC-LPF; output noise power · Communication Systems, chapter 9
- Positive/negative logic; verify 3-variable De Morgan · Digital Logic, chapter 2