mean_and_variance_of_binomial_distribution
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mean_and_variance_of_binomial_distribution [2024/10/14 16:36] – [For Mean] hkimscil | mean_and_variance_of_binomial_distribution [2024/10/14 17:06] (current) – [For variance] hkimscil | ||
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====== For Mean ====== | ====== For Mean ====== | ||
\begin{eqnarray*} | \begin{eqnarray*} | ||
- | E(X) & = & \sum_{x}x p(x) \\ | + | E(X) & = & \sum_{x}x p(x) \;\;\; \because |
- | & = & \sum_{x=0}^{n} x {{n} \choose {x}} p^x q^{n-x} | + | |
& = & \sum_{x=0}^{n} x {{n} \choose {x}} p^x(1-p)^{n-x} | & = & \sum_{x=0}^{n} x {{n} \choose {x}} p^x(1-p)^{n-x} | ||
& = & \sum_{x=0}^{n} x \frac{n!}{x!(n-x)!} p^x(1-p)^{n-x} | & = & \sum_{x=0}^{n} x \frac{n!}{x!(n-x)!} p^x(1-p)^{n-x} | ||
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\text {we know that the underline part is} \\ | \text {we know that the underline part is} \\ | ||
+ | (p+(1-p))^m \\ | ||
+ | \text {and, we also know that it is 1} \\ | ||
(p+(1-p))^m = 1^m \\ | (p+(1-p))^m = 1^m \\ | ||
& = n(n-1)p^2 (p + (1-p))^m \\ | & = n(n-1)p^2 (p + (1-p))^m \\ | ||
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E[X(X - 1)] & = n(n-1)p^2 \\ | E[X(X - 1)] & = n(n-1)p^2 \\ | ||
E[X^2 - X] & = n(n-1)p^2 \\ | E[X^2 - X] & = n(n-1)p^2 \\ | ||
- | E[X^2]- E[X] & = n(n-1)p^2 \\ | + | E[X^2]- E[X] & = n(n-1)p^2 |
- | E[X^2]- np & = n(n-1)p^2 \\ | + | E[X^2]- np & = n(n-1)p^2 |
E[X^2]& = n(n-1)p^2 + np \\ | E[X^2]& = n(n-1)p^2 + np \\ | ||
\\ | \\ |
mean_and_variance_of_binomial_distribution.1728891401.txt.gz · Last modified: 2024/10/14 16:36 by hkimscil