science-notes/source/statistics/bayes_theorem.rst
2023-10-16 21:52:59 +02:00

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Bayes' Theorem
---------------
This page is inpired from `MathIsFun <https://www.mathsisfun.com/data/bayes-theorem.html>`__.
Theorem
=========
.. figure:: figures/bayes_theorem.svg
:align: center
:width: 400px
See the `3Blue1Brown video <https://www.youtube.com/watch?v=HZGCoVF3YvM>`__ for a better understanding.
Example
=========
Hunter says she is itchy. There is a test for Allergy to Cats, but this test is not always right:
For people that really do have the allergy, the test says "Yes" 80% of the time
For people that do not have the allergy, the test says "Yes" 10% of the time ("false positive")
If 1% of the population have the allergy, and Hunter's test says "Yes", what are the chances that Hunter really has the allergy?