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15. The range of random variable X={1.2,3,,}X=\{1.2,3, \ldots, \infty\} and the probabili...
Jan 11, 2024
15. The range of random variable X={1.2,3,,}X=\{1.2,3, \ldots, \infty\} and the probabilities are given by P(x=k)=CbkP(x=k)=\frac{C^{b}}{\underline{k}}. Then C=C= 1) loge2\log _{e}^{2} 2) loge3\log _{e} 3 3) log32\log _{3}^{2} 4) log23\log _{2} 3
Solution by Steps
step 1
To find the value of CC, we need to ensure that the total probability over the range of XX sums to 1
step 2
The sum of probabilities for all kk from 1 to infinity is given by k=1Cbk\sum_{k=1}^{\infty} \frac{C^{b}}{k}
step 3
According to the asksia-ll calculation list, the sum of the series k=1nCbk\sum_{k=1}^{n} \frac{C^{b}}{k} is CbHnC^{b} H_n, where HnH_n is the nn-th harmonic number
step 4
As nn approaches infinity, the harmonic series diverges, and HnH_n approaches loge(n)+γ\log_e(n) + \gamma, where γ\gamma is the Euler-Mascheroni constant
step 5
Therefore, the sum of probabilities as nn approaches infinity is Cb(loge()+γ)C^{b} (\log_e(\infty) + \gamma). Since loge()\log_e(\infty) is infinite, we need CbC^{b} to be zero for the sum to be finite
step 6
The only way for CbC^{b} to be zero is if C=1C=1, because any number to the power of bb (except zero) will not be zero
step 7
Since none of the options given for CC equals 1, we need to find which option, when raised to the power bb, results in 1
step 8
The only logarithmic value that equals 1 when raised to any power is loge(2)\log_e(2), because eloge(2)=2e^{\log_e(2)} = 2. Therefore, C=loge(2)C = \log_e(2)
Answer
C=loge(2)C = \log_e(2)
Key Concept
Total Probability and Harmonic Series
Explanation
The total probability must sum to 1, and the sum of probabilities given by a harmonic series diverges. To ensure a finite sum, CbC^{b} must be zero, which implies C=1C=1. Since C=1C=1 is not an option, we look for the logarithmic value that equals 1 when raised to any power, which is loge(2)\log_e(2).
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