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A random variable x follows binomial dis...

A random variable x follows binomial distribution with mean a and variance b then observe the following statements.
Statement-I : `a gt b gt 0`
Statement-II : `(a^(2))/(a-b)` is a positive integer
Statement-III : `a+b=1`
which of the above statments are true.

A

only I, II

B

only II, III

C

only I, III

D

all the I, II, III

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to analyze the statements given the properties of a binomial distribution. A random variable \( X \) that follows a binomial distribution has the following characteristics: 1. **Mean** \( \mu = np \) 2. **Variance** \( \sigma^2 = npq \) where \( q = 1 - p \) Given that the mean is \( a \) and the variance is \( b \), we can express these as: - \( a = np \) - \( b = npq = np(1-p) \) ### Step 1: Analyze Statement-I: \( a > b > 0 \) From the definitions: - Since \( a = np \) and \( b = np(1-p) \), we can see that \( b \) is positive if \( p \) is between 0 and 1 (i.e., \( 0 < p < 1 \)). - We can also express \( b \) in terms of \( a \): \[ b = np(1-p) = a(1-p) \] Since \( 1-p \) is positive for \( 0 < p < 1 \), it follows that \( b < a \). Thus, we have \( a > b > 0 \) is true. ### Step 2: Analyze Statement-II: \( \frac{a^2}{a-b} \) is a positive integer Using the expressions for \( a \) and \( b \): - We know \( b = a(1 - \frac{b}{a}) \) implies \( a - b = a - np(1-p) = np + np^2 = np(1 + p) \). Now substituting: \[ \frac{a^2}{a-b} = \frac{(np)^2}{np(1 + p)} = \frac{np}{1 + p} \] Since \( np \) is positive (as discussed), \( \frac{np}{1 + p} \) is also positive. To check if it is an integer, we note that since \( n \) is the number of trials (an integer), and \( p \) is a probability (which can be rational), \( \frac{np}{1+p} \) can be a positive integer depending on the values of \( n \) and \( p \). Thus, Statement-II is also true. ### Step 3: Analyze Statement-III: \( a + b = 1 \) From our definitions: \[ a + b = np + np(1-p) = np + np - np^2 = np(2 - p) \] This does not equal 1 in general, as it depends on the values of \( n \) and \( p \). Therefore, Statement-III is false. ### Conclusion - **Statement-I**: True - **Statement-II**: True - **Statement-III**: False Thus, the correct statements are I and II. ### Final Answer The true statements are I and II. ---
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