Testwiki:Reference desk/Archives/Mathematics/2017 August 15

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August 15

Independence of two random variables

From Independence (probability theory)#Two random variables:

X and Y with cumulative distribution functions FX(x) and FY(y), and probability densities fX(x) and fY(y), are independent iff the combined random variable (X, Y) has a joint cumulative distribution function
FX,Y(x,y)=FX(x)FY(y),
or equivalently, if the joint density exists,
fX,Y(x,y)=fX(x)fY(y).

How can one show that these are equivalent? Loraof (talk) 03:41, 15 August 2017 (UTC)

FX,Y(x,y)
=x(yfX,Y(x,y)dy)dx
=x(yfX(x)fY(y)dy)dx
=xfX(x)(yfY(y)dy)dx
=(xfX(x)dx)(yfY(y)dy)
=FX(x)FY(y)
Bo Jacoby (talk) 11:19, 15 August 2017 (UTC).

Thanks, Bo! Loraof (talk) 16:48, 15 August 2017 (UTC)