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Conditional ProbabilityDate: 12/31/97 at 14:21:01 From: chris Bonnette Subject: Conditional probability Thank you for providing such an interesting way of finding out math information. It is much appreciated. I tutor probability and statistics and people always seem to be very confused by conditional probability: P(AIB) = P(both events)/P(known event occurred) = P(AB)/P(B) The confusion seems to lie in the use of the multiplication rule. If the events are dependent, they seem to feel that they end up in an infinite loop: P(AB) = P(A)*P(BlA)...but P(BlA) = P(BA)/P(A). It appears that everything just cancels and you are left with P(AB) and are no closer to finding the solution. I'm looking for a clear and nonconfusing way to initially teach this concept to them so that this confusion doesn't even start. Any suggestions? Chris
Date: 12/31/97 at 17:21:18
From: Doctor Anthony
Subject: Re: Conditional probability
A picture of the sample space allows you to calculate conditional
probabilities without too much of the confusing notation.
Example:
A bag contains 5 similar coins except that one is double-headed. A
coin is chosen at random and is tossed 4 times. Each time it lands
heads. What is the probability that the double-headed coin was chosen?
Chosen coin is Chosen coin is
double-headed. normal.
prob = 1/5 prob = 4/5
----------------------------------------------------
(1/5) x 1 (4/5) x (1/2)^4 4 heads obtained.
----------------------------------------------------
xxxxxx xxxxxxxxxxx other result.
-----------------------------------------------------
The sample space is restricted to the top line since we are told that
4 heads were obtained. We can find the probability that we are in the
lefthand box by putting its value over the total value of the top
line.
(1/5)
Prob.double-headed coin = --------------------
(1/5) + (4/5)(1/16)
1
= -----------------
1 + 1/4
4
= --------
4 + 1
= 4/5
So the probability that we have the double-headed coin, on the
evidence of throwing 4 heads in a row, is 4/5. Of course, even one
tail would have made it certain that we had a normal coin.
This method allows you to understand what is going on without the
somewhat opaque notation of conditional probability.
-Doctor Anthony, The Math Forum
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