Difference between revisions of "Notes:Probability of an RV being less than another"
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(Created page with "{{ProbMacros}} __TOC__ ==Notes== Here I investigate: # {{M|\P{X\le Y} }}, and # {{M|\P{X\le Y\le Z} }} which of course is short for {{M|\P{\big(X\le Y\big)\cap\big(Y\le Z\big)...") |
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{{ProbMacros}} | {{ProbMacros}} | ||
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+ | ==Solution== | ||
+ | * {{MM|\P{X\le Y\le Z}\eq\sum_z\sum_{y\le z}\sum_{x\le y}\P{X\eq x\cap Y\eq y\cap Z\eq z} }} - ''duh!'' - silly me! | ||
+ | ** Integral form is obvious. | ||
+ | =SILLY STUFF= | ||
==Notes== | ==Notes== | ||
Here I investigate: | Here I investigate: |
Revision as of 01:11, 2 December 2017
Contents
[hide]Solution
- P[X≤Y≤Z]=∑z∑y≤z∑x≤yP[X=x∩Y=y∩Z=z]- duh! - silly me!
- Integral form is obvious.
SILLY STUFF
Notes
Here I investigate:
- P[X≤Y], and
- P[X≤Y≤Z] which of course is short for P[(X≤Y)∩(Y≤Z)]
Case 1:
- P[X≤Y]=∑y∈SY(P[Y=y]×P[X≤Y | Y=y])
- =∑y∈Sy(P[Y=y]×P[X≤y])
- So: P[X≤Y]=∑y∈SY(fY(y)×FX(y))where fY is the probability mass function of Y and FX is the cumulative probability function of X
- Note that there are bounds on X hiding in here, as another way to write this is:
- P[X≤Y]=∑y∈Sy(fY(y)×[∑x∈SX, x≤yP[X=x]])
- P[X≤Y]=∑y∈Sy(fY(y)×[∑x∈SX, x≤yP[X=x]])
- Note that there are bounds on X hiding in here, as another way to write this is:
- The "integral form" is obviously:
- P[X≤Y]=∫Sy(fY(y) FX(y))dyfrom the infinitesimal-style abuse of notation: P[Y=y]dy⋅P[X≤y]
- Which may be written as:
- P[X≤Y]=∫Sy(fY(y)⋅[∫x∈Sx, x≤yfX(x)]dx)dy
- P[X≤Y]=∫Sy(fY(y)⋅[∫x∈Sx, x≤yfX(x)]dx)dy
- Which may be written as:
- P[X≤Y]=∫Sy(fY(y) FX(y))dy
- =∑y∈Sy(P[Y=y]×P[X≤y])
Case 2:
- P[X≤Y≤Z]=∑z∈SZP[Z=z]⋅P[X≤Y≤Z | Z=z]
- =∑z∈SZP[Z=z]⋅P[X≤Y | Y≤z]
- =∑z∈SZ(P[Z=z]⋅P[X≤Y≤z]P[Y≤z])
- =∑z∈SZ(P[Z=z]P[Y≤z][∑y∈SY, y≤zP[Y=y]⋅P[X≤Y | Y=y]])
- =∑z∈SZ(P[Z=z]P[Y≤z]∑y∈SY, y≤zP[Y=y]⋅P[X≤y])
- =∑z∈SZP[Z=z]⋅P[X≤Y | Y≤z]
Integral form... coming soon!