Open main menu
Home
Random
Recent changes
Special pages
Community portal
Preferences
About Wikipedia
Disclaimers
Incubator escapee wiki
Search
User menu
Talk
Dark mode
Contributions
Create account
Log in
Editing
Independence (probability theory)
(section)
Warning:
You are not logged in. Your IP address will be publicly visible if you make any edits. If you
log in
or
create an account
, your edits will be attributed to your username, along with other benefits.
Anti-spam check. Do
not
fill this in!
===Pairwise and mutual independence=== [[File:Pairwise independent.svg|thumb|Pairwise independent, but not mutually independent, events]] [[File:Mutually independent.svg|thumb|Mutually independent events]] Consider the two probability spaces shown. In both cases, <math>\mathrm{P}(A) = \mathrm{P}(B) = 1/2</math> and <math>\mathrm{P}(C) = 1/4</math>. The events in the first space are pairwise independent because <math>\mathrm{P}(A|B) = \mathrm{P}(A|C)=1/2=\mathrm{P}(A)</math>, <math>\mathrm{P}(B|A) = \mathrm{P}(B|C)=1/2=\mathrm{P}(B)</math>, and <math>\mathrm{P}(C|A) = \mathrm{P}(C|B)=1/4=\mathrm{P}(C)</math>; but the three events are not mutually independent. The events in the second space are both pairwise independent and mutually independent. To illustrate the difference, consider conditioning on two events. In the pairwise independent case, although any one event is independent of each of the other two individually, it is not independent of the intersection of the other two: :<math>\mathrm{P}(A|BC) = \frac{\frac{4}{40}}{\frac{4}{40} + \frac{1}{40}} = \tfrac{4}{5} \ne \mathrm{P}(A)</math> :<math>\mathrm{P}(B|AC) = \frac{\frac{4}{40}}{\frac{4}{40} + \frac{1}{40}} = \tfrac{4}{5} \ne \mathrm{P}(B)</math> :<math>\mathrm{P}(C|AB) = \frac{\frac{4}{40}}{\frac{4}{40} + \frac{6}{40}} = \tfrac{2}{5} \ne \mathrm{P}(C)</math> In the mutually independent case, however, :<math>\mathrm{P}(A|BC) = \frac{\frac{1}{16}}{\frac{1}{16} + \frac{1}{16}} = \tfrac{1}{2} = \mathrm{P}(A)</math> :<math>\mathrm{P}(B|AC) = \frac{\frac{1}{16}}{\frac{1}{16} + \frac{1}{16}} = \tfrac{1}{2} = \mathrm{P}(B)</math> :<math>\mathrm{P}(C|AB) = \frac{\frac{1}{16}}{\frac{1}{16} + \frac{3}{16}} = \tfrac{1}{4} = \mathrm{P}(C)</math>
Edit summary
(Briefly describe your changes)
By publishing changes, you agree to the
Terms of Use
, and you irrevocably agree to release your contribution under the
CC BY-SA 4.0 License
and the
GFDL
. You agree that a hyperlink or URL is sufficient attribution under the Creative Commons license.
Cancel
Editing help
(opens in new window)