how to prove binomial through Bernoulli indicators? is it x-bernoulli (P) y=x1,x2,...,xn. where xi is the independent variable bernoulli gives y-Bin(n,p)?
2026-03-27 04:24:18.1774585458
how to prove binomial through bernoulli indicators ??
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let X1,X2,...,Xn are iid Bernoulli random variables with parameter p then Xi has probability distribution:
f(xi;p)=p^xi * (1-p)^(1-xi) ; xi=0 or 1
& the moment generating function of Xi is
M_Xi(t)=(1-p)+pe^t
let Y=X1+X2+...+Xn
the moment generating function of Y is
M_Y(t)=M_X1+X2+...+Xn(t)=M_X1(t) * M_X2(t)*...*M_Xn(t)
which is the MGF of Binomial distribution
so y-Bin(n,p)