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If the mean of a binomial distribution is 25, then its standard deviation lies in the interval
  • a)
    [0, 5)
  • b)
    (0, 5]
  • c)
    [0, 25)
  • d)
    (0, 25]
Correct answer is option 'A'. Can you explain this answer?
Verified Answer
If the mean of a binomial distribution is 25, then its standard deviat...

Mean, np = 25 and q < 1

⇒0 ≤ σ< 5
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Most Upvoted Answer
If the mean of a binomial distribution is 25, then its standard deviat...
To understand why the standard deviation of a binomial distribution with a mean of 25 lies in the interval [0, 5), we need to understand the properties of a binomial distribution and how it relates to the mean and standard deviation.

A binomial distribution is a probability distribution that describes the number of successes in a fixed number of independent Bernoulli trials, where each trial has the same probability of success. The mean of a binomial distribution is given by the formula np, where n is the number of trials and p is the probability of success in each trial.

In this case, the mean of the binomial distribution is 25. This means that np = 25. Let's assume that n = 100, which means we have 100 trials. So, p = 25/100 = 0.25.

The standard deviation of a binomial distribution is given by the formula sqrt(np(1-p)). Substituting the values, we get sqrt(100 * 0.25 * (1 - 0.25)) = sqrt(18.75) ≈ 4.33.

Now, let's consider the interval [0, 5). This means that the standard deviation can take any value greater than or equal to 0 but less than 5.

Since the standard deviation of the binomial distribution is approximately 4.33, which is less than 5, it lies within the interval [0, 5). Therefore, the correct answer is option 'A'.

In summary:
- The mean of a binomial distribution is given by np.
- The standard deviation of a binomial distribution is given by sqrt(np(1-p)).
- In this case, the mean is 25.
- Substituting the values, we find that the standard deviation is approximately 4.33.
- The standard deviation lies in the interval [0, 5), which is the correct answer.
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If the mean of a binomial distribution is 25, then its standard deviation lies in the intervala)[0, 5)b)(0, 5]c)[0, 25)d)(0, 25]Correct answer is option 'A'. Can you explain this answer?
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