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A poisson variate x is such that P(x=2)=...

A poisson variate x is such that `P(x=2)=9P(x=4)+90.P(x=6)` then mean and standard deviation are

A

1, 1

B

1, 2

C

2, 2

D

`2,sqrt(2)`

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to find the mean and standard deviation of a Poisson random variable \(X\) given the equation: \[ P(X=2) = 9P(X=4) + 90P(X=6) \] ### Step 1: Write the Poisson Probability Formula The probability mass function for a Poisson distribution is given by: \[ P(X=k) = \frac{e^{-\lambda} \lambda^k}{k!} \] where \(\lambda\) is the mean (and variance) of the distribution. ### Step 2: Substitute the Values into the Equation Using the formula, we can express \(P(X=2)\), \(P(X=4)\), and \(P(X=6)\): \[ P(X=2) = \frac{e^{-\lambda} \lambda^2}{2!} \] \[ P(X=4) = \frac{e^{-\lambda} \lambda^4}{4!} \] \[ P(X=6) = \frac{e^{-\lambda} \lambda^6}{6!} \] Substituting these into the original equation gives: \[ \frac{e^{-\lambda} \lambda^2}{2} = 9 \cdot \frac{e^{-\lambda} \lambda^4}{24} + 90 \cdot \frac{e^{-\lambda} \lambda^6}{720} \] ### Step 3: Simplify the Equation We can cancel \(e^{-\lambda}\) from both sides (assuming \(\lambda > 0\)): \[ \frac{\lambda^2}{2} = 9 \cdot \frac{\lambda^4}{24} + 90 \cdot \frac{\lambda^6}{720} \] Now simplify the right-hand side: \[ \frac{\lambda^2}{2} = \frac{9\lambda^4}{24} + \frac{90\lambda^6}{720} \] Calculating the fractions: \[ \frac{90\lambda^6}{720} = \frac{\lambda^6}{8} \] Thus, the equation becomes: \[ \frac{\lambda^2}{2} = \frac{3\lambda^4}{8} + \frac{\lambda^6}{8} \] ### Step 4: Multiply Through by 8 to Eliminate Denominators Multiply the entire equation by 8: \[ 4\lambda^2 = 3\lambda^4 + \lambda^6 \] ### Step 5: Rearrange the Equation Rearranging gives: \[ \lambda^6 + 3\lambda^4 - 4\lambda^2 = 0 \] ### Step 6: Factor the Equation Let \(y = \lambda^2\). Then the equation becomes: \[ y^3 + 3y^2 - 4y = 0 \] Factoring out \(y\): \[ y(y^2 + 3y - 4) = 0 \] The quadratic can be solved using the quadratic formula: \[ y = \frac{-3 \pm \sqrt{3^2 + 4 \cdot 4}}{2} = \frac{-3 \pm \sqrt{9 + 16}}{2} = \frac{-3 \pm 5}{2} \] This gives: \[ y = 1 \quad \text{(since } y = 0 \text{ is not valid for } \lambda^2\text{)} \] ### Step 7: Solve for \(\lambda\) Since \(y = \lambda^2\), we have: \[ \lambda^2 = 1 \implies \lambda = 1 \] ### Step 8: Find Mean and Standard Deviation For a Poisson distribution, the mean \(\mu\) and variance \(\sigma^2\) are both equal to \(\lambda\): \[ \text{Mean} = \lambda = 1 \] \[ \text{Standard Deviation} = \sqrt{\lambda} = \sqrt{1} = 1 \] ### Final Answer The mean and standard deviation are: \[ \text{Mean} = 1, \quad \text{Standard Deviation} = 1 \]
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