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Conditional Probability
From this definition, the
conditional probability P(B|A) is
easily obtained by dividing
by P(A):
In the case where events A
and B are independent (where
event A has no effect on the
probability of event B), the
conditional probability of event
B given event A is simply the
probability of event B, that
is P(B).
If events A and B are not
independent, then the probability of
the intersection of A and B (the
probability that both events occur)
is defined by
P(A and B) = P(A)P(B|A).
Conditional
Probability
Suppose an individual applying to a college
determines that he has an 80% chance of being
accepted, and he knows that dormitory housing will
only be provided for 60% of all of the accepted
students. The chance of the student being accepted
and receiving dormitory housing is defined by
P(Accepted and Dormitory Housing)
P(Dormitory Housing|Accepted)P(Accepted) =
(0.60)*(0.80) = 0.48.
Consider the college applicant who has
determined that he has 0.80 probability of acceptance
and that only 60% of the accepted students will receive
dormitory housing. Of the accepted students who
receive dormitory housing, 80% will have at least one
roommate. The probability of being accepted and
receiving dormitory housing and having no roommates
is calculated by:
P(Accepted and Dormitory Housing and No
Roommates)
= P(Accepted)P(Dormitory Housing|Accepted)P(No
Roomates|Dormitory Housing and Accepted)
= (0.80)*(0.60)*(0.20) = 0.096
The student has about a 10% chance of
receiving a single room at the college.
The formula is based on the expression
P(B) = P(B|A)P(A) + P(B|Ac)P(Ac),
which simply states that the probability of event B is
the sum of the conditional probabilities of event B
given that event A has or has not occurred. For
independent events A and B, this is equal to
P(B)P(A) + P(B)P(Ac) = P(B)(P(A) + P(Ac)) = P(B)(1) = P(B)
, since the probability of an event and its complement
must always sum to 1.
EXAMPLE
Suppose a voter poll is taken in three
states. In state A, 50% of voters support the
liberal candidate, in state B, 60% of the voters
support the liberal candidate, and in state C, 35%
of the voters support the liberal candidate. Of the
total population of the three states, 40% live in
state A, 25% live in state B, and 35% live in state C.
Given that a voter supports the liberal candidate,
what is the probability that she lives in state B?
P(Voter lives in state B|Voter supports liberal candidate) =
P(Voter supports liberal candidate|Voter lives in state
B)P(Voter lives in state B)/
(P(Voter supports lib. cand.|Voter lives in state
A)P(Voter lives in state A) +
P(Voter supports lib. cand.|Voter lives in state
B)P(Voter lives in state B) +
P(Voter supports lib. cand.|Voter lives in state
C)P(Voter lives in state C))
= (0.60)*(0.25)/((0.50)*(0.40) + (0.60)*(0.25) +
(0.35)*(0.35))
= (0.15)/(0.20 + 0.15 + 0.1225) = 0.15/0.4725 = 0.3175.
INDEPENDENT EVENT
Example: Tossing a coin.
Each toss of a coin is a perfect isolated
thing.
What it did in the past will not affect
the current toss.
The chance is simply 1-in-2, or 50%,
just like ANY toss of the coin.
So each toss is an Independent Event.
Multiplicative Rules
Example
Solution
Generalization of multiplicative rules
Example
Solution
DEPENDENT EVENT
Example: Marbles in a Bag
2 blue and 3 red marbles are in a bag.
What are the chances of getting a blue marble?
The chance is 2 in 5
But after taking one out the chances change!
So the next time:
if we got a red marble before, then the chance of a blue marble
next is 2 in 4
if we got a blue marble before, then the chance of a blue marble
next is 1 in 4
See how the chances change each time? Each event depends on
what happened in the previous event, and is called dependent.
REPORT
OF
ARABIZ
END
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APPLICATION
SPEED
INTERNET
INFORMATION
CONSUME
BUSINESS
CAPITAL
RESOURCE
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MEDIA
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TRAINING
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LEAD
DESIGN
IMPROVE
FICTION
EXPAND
UNITED
ENGAGE
NETWORK
SOCIAL
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TEXT
RISK
APPLICATION
SPEED
INTERNET
DATA
SECRET
CONSUME
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RESOURCE
MEDIA
ECONOMIC
DIVERSE
YES
NO
TRAINING DARIA
MARANAN
LEAD
FOLLOW
DESIGN
IMPROVE
FACT
FICTION
ALBERTO
ENGAGE
WEB
NETWORK
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INTERNET
DATA
TELEVISION
TIME
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