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A biased coin with probability of gettin...

A biased coin with probability of getting head is twice that of tail, is tossed 4 times If a random variable X is number of heads obtained, then expected value of X is :

A

`2/3`

B

`8/3`

C

`2`

D

`16/3`

Text Solution

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The correct Answer is:
To solve the problem of finding the expected value of the random variable \( X \), which represents the number of heads obtained when a biased coin is tossed 4 times, we can follow these steps: ### Step 1: Determine the probabilities of heads and tails Let \( p \) be the probability of getting heads and \( q \) be the probability of getting tails. According to the problem, the probability of getting heads is twice that of tails. Thus, we can express this relationship as: \[ p = 2q \] Since the total probability must equal 1, we have: \[ p + q = 1 \] Substituting \( p \) in terms of \( q \): \[ 2q + q = 1 \implies 3q = 1 \implies q = \frac{1}{3} \] Now substituting back to find \( p \): \[ p = 2q = 2 \times \frac{1}{3} = \frac{2}{3} \] ### Step 2: Define the random variable \( X \) The random variable \( X \) can take values from 0 to 4 (the number of heads obtained in 4 tosses). ### Step 3: Calculate the probabilities for each value of \( X \) Using the binomial probability formula: \[ P(X = k) = \binom{n}{k} p^k q^{n-k} \] where \( n = 4 \) (number of tosses), \( p = \frac{2}{3} \) (probability of heads), and \( q = \frac{1}{3} \) (probability of tails). Calculating for each value of \( X \): - For \( X = 0 \): \[ P(X = 0) = \binom{4}{0} \left(\frac{2}{3}\right)^0 \left(\frac{1}{3}\right)^4 = 1 \cdot 1 \cdot \frac{1}{81} = \frac{1}{81} \] - For \( X = 1 \): \[ P(X = 1) = \binom{4}{1} \left(\frac{2}{3}\right)^1 \left(\frac{1}{3}\right)^3 = 4 \cdot \frac{2}{3} \cdot \frac{1}{27} = \frac{8}{81} \] - For \( X = 2 \): \[ P(X = 2) = \binom{4}{2} \left(\frac{2}{3}\right)^2 \left(\frac{1}{3}\right)^2 = 6 \cdot \frac{4}{9} \cdot \frac{1}{9} = \frac{24}{81} \] - For \( X = 3 \): \[ P(X = 3) = \binom{4}{3} \left(\frac{2}{3}\right)^3 \left(\frac{1}{3}\right)^1 = 4 \cdot \frac{8}{27} \cdot \frac{1}{3} = \frac{32}{81} \] - For \( X = 4 \): \[ P(X = 4) = \binom{4}{4} \left(\frac{2}{3}\right)^4 \left(\frac{1}{3}\right)^0 = 1 \cdot \frac{16}{81} \cdot 1 = \frac{16}{81} \] ### Step 4: Calculate the expected value \( E(X) \) The expected value \( E(X) \) is calculated using the formula: \[ E(X) = \sum_{k=0}^{n} k \cdot P(X = k) \] Substituting the values: \[ E(X) = 0 \cdot \frac{1}{81} + 1 \cdot \frac{8}{81} + 2 \cdot \frac{24}{81} + 3 \cdot \frac{32}{81} + 4 \cdot \frac{16}{81} \] Calculating each term: \[ E(X) = 0 + \frac{8}{81} + \frac{48}{81} + \frac{96}{81} + \frac{64}{81} = \frac{216}{81} = \frac{8}{3} \] ### Final Answer Thus, the expected value of \( X \) is: \[ \boxed{\frac{8}{3}} \]

To solve the problem of finding the expected value of the random variable \( X \), which represents the number of heads obtained when a biased coin is tossed 4 times, we can follow these steps: ### Step 1: Determine the probabilities of heads and tails Let \( p \) be the probability of getting heads and \( q \) be the probability of getting tails. According to the problem, the probability of getting heads is twice that of tails. Thus, we can express this relationship as: \[ p = 2q \] Since the total probability must equal 1, we have: ...
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