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The probability distribution of random v...

The probability distribution of random variable X with two missing probabilities `p_(1)` and `p_(2)` is given below
`{:(X, P(X)),(1, k), (2, p_(1)),(3, 4k),(4, p_(2)),(5, 2k):}`
It is further given that `P(X le 2) = 0.25 and P(X ge 4) = 0.35`. Consider the following statements
1. `p_(1) = p_(2)`
2. `p_(1) + p_(2) = P(X = 3)`
which of the statements given above is/are correct ?

A

1 only

B

2 only

C

Both 1 and 2

D

Neither 1 nor 2

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to analyze the given probability distribution and the conditions provided. Let's break it down step by step. ### Step 1: Understand the Probability Distribution We have the following probability distribution for the random variable \( X \): - \( P(X = 1) = k \) - \( P(X = 2) = p_1 \) - \( P(X = 3) = 4k \) - \( P(X = 4) = p_2 \) - \( P(X = 5) = 2k \) ### Step 2: Use the Total Probability Rule The sum of all probabilities must equal 1: \[ k + p_1 + 4k + p_2 + 2k = 1 \] This simplifies to: \[ 7k + p_1 + p_2 = 1 \quad \text{(Equation 1)} \] ### Step 3: Analyze the Given Conditions We are given two conditions: 1. \( P(X \leq 2) = 0.25 \) 2. \( P(X \geq 4) = 0.35 \) #### Condition 1: \( P(X \leq 2) = 0.25 \) This means: \[ P(X = 1) + P(X = 2) = k + p_1 = 0.25 \quad \text{(Equation 2)} \] #### Condition 2: \( P(X \geq 4) = 0.35 \) This means: \[ P(X = 4) + P(X = 5) = p_2 + 2k = 0.35 \quad \text{(Equation 3)} \] ### Step 4: Solve the Equations Now we have three equations: 1. \( 7k + p_1 + p_2 = 1 \) (Equation 1) 2. \( k + p_1 = 0.25 \) (Equation 2) 3. \( p_2 + 2k = 0.35 \) (Equation 3) From Equation 2, we can express \( p_1 \) in terms of \( k \): \[ p_1 = 0.25 - k \quad \text{(Equation 4)} \] From Equation 3, we can express \( p_2 \) in terms of \( k \): \[ p_2 = 0.35 - 2k \quad \text{(Equation 5)} \] ### Step 5: Substitute into Equation 1 Now substitute Equations 4 and 5 into Equation 1: \[ 7k + (0.25 - k) + (0.35 - 2k) = 1 \] Simplifying this: \[ 7k - k - 2k + 0.25 + 0.35 = 1 \] \[ 4k + 0.60 = 1 \] \[ 4k = 1 - 0.60 \] \[ 4k = 0.40 \] \[ k = 0.10 \] ### Step 6: Find \( p_1 \) and \( p_2 \) Now we can find \( p_1 \) and \( p_2 \): Using Equation 4: \[ p_1 = 0.25 - k = 0.25 - 0.10 = 0.15 \] Using Equation 5: \[ p_2 = 0.35 - 2k = 0.35 - 2(0.10) = 0.35 - 0.20 = 0.15 \] ### Step 7: Verify the Statements 1. **Statement 1**: \( p_1 = p_2 \) - True, since \( p_1 = 0.15 \) and \( p_2 = 0.15 \). 2. **Statement 2**: \( p_1 + p_2 = P(X = 3) \) - \( p_1 + p_2 = 0.15 + 0.15 = 0.30 \) - \( P(X = 3) = 4k = 4(0.10) = 0.40 \) - This statement is false. ### Conclusion Only Statement 1 is correct.

To solve the problem, we need to analyze the given probability distribution and the conditions provided. Let's break it down step by step. ### Step 1: Understand the Probability Distribution We have the following probability distribution for the random variable \( X \): - \( P(X = 1) = k \) - \( P(X = 2) = p_1 \) - \( P(X = 3) = 4k \) - \( P(X = 4) = p_2 \) ...
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