15. The range of random variable X={1.2,3,…,∞} and the probabili...
Jan 11, 2024
15. The range of random variable X={1.2,3,…,∞} and the probabilities are given by P(x=k)=kCb. Then C=
1) loge2
2) loge3
3) log32
4) log23
Solution by Steps
step 1
To find the value of C, we need to ensure that the total probability over the range of X sums to 1
step 2
The sum of probabilities for all k from 1 to infinity is given by ∑k=1∞kCb
step 3
According to the asksia-ll calculation list, the sum of the series ∑k=1nkCb is CbHn, where Hn is the n-th harmonic number
step 4
As n approaches infinity, the harmonic series diverges, and Hn approaches loge(n)+γ, where γ is the Euler-Mascheroni constant
step 5
Therefore, the sum of probabilities as n approaches infinity is Cb(loge(∞)+γ). Since loge(∞) is infinite, we need Cb to be zero for the sum to be finite
step 6
The only way for Cb to be zero is if C=1, because any number to the power of b (except zero) will not be zero
step 7
Since none of the options given for C equals 1, we need to find which option, when raised to the power b, results in 1
step 8
The only logarithmic value that equals 1 when raised to any power is loge(2), because eloge(2)=2. Therefore, C=loge(2)
Answer
C=loge(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, Cb must be zero, which implies C=1. Since C=1 is not an option, we look for the logarithmic value that equals 1 when raised to any power, which is loge(2).