Download Section 6 - ButlersMath

Survey
yes no Was this document useful for you?
   Thank you for your participation!

* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project

Document related concepts

History of statistics wikipedia , lookup

Foundations of statistics wikipedia , lookup

Probability amplitude wikipedia , lookup

Inductive probability wikipedia , lookup

Transcript
Section 6.4 Bayes Law
In many problems we have probabilities of earlier events, as well as
the probabilities of subsequent events given earlier events have or have not
occurred. There are certain events that occur for which we may want to
compute the probability of its causes….that is: what is the probability of an
earlier event given that a later event has occurred. For example, this occurs
in the area of medical diagnosis….what is the probability of a particular
disease, given the patient’s symtoms?
For this we use something called Bayes’ Law or Bayes’ Theorem. Thomas
Bayes was an ordained minister who dabbled in mathematics and statistics.
He was born in 1701 and lived in London. All his findings and writings were
published after his death in 1761.
Bayes’ Law
P Ai | B  
P Ai  P B | Ai 
P A1  P B | A1   P A2  P B | A2  
 P Ak  P B | Ak 
It works better with a tree diagram.
Questions:
1.
An appliance store purchases electric ranges from two companies.
From company A, 500 ranges are purchased, and 2 % are defective.
From company B, 850 ranges are purchased and 2 % are defective.
Given that a range is defective, find the probability that it came
from company B. Answer: 0.63
2.
A test for a certain eye disease is found to be 95 % accurate,
meaning that it will correctly diagnose the disease in 95 out of 100
people who have the ailment. For a certain segment of the
population, the incidence of the disease is 9%. If a person tests
positive, find the probability that the person actually has the
disease. The test is also 95% accurate for a negative result.
Answer: 0.653
3.
A corporation has three methods of training employees. Because of
time, space and location, it sends 20% of its employees to location
A, 35% to location B and 45 % to location C. Location A has an 80%
success rate. That is, 80 % of employees who complete the course
at location A will pass the licensing exam. Location B has a 75%
success rate, and location C has a 60% success rate. If a person
has passed the exam, find the probability that the person went to
location B. Answer: 0.379
Exercises page 202 - 203