Title: G. Baker, Department of Statistics
1?????
- What is the probability of tossing a head with a
fair coin? - What is the probability of tossing 2 heads with
two tosses of a fair coin? - What is the probability of tossing at least 2
heads with three tosses of a fair coin?
2?????
- What is the probability that at least 2 people in
this class (n39) have the same birthday Month
and day? - Year has 365 days forget leap year.
- Equal likelihood for each day
3Probability
4A Few Terms
- Probability represents a standardized measure of
chance, and quantifies uncertainty. - Let S sample space which is the set of all
possible outcomes.
5Distribution of Defects for Extruded Molding
6Distribution for Life of Light Bulbs
2500,2600), 2600,2700),..3000,3100
7A Few Terms
- Probability represents a standardized measure of
chance, and quantifies uncertainty. - Let S sample space which is the set of all
possible outcomes. - An event is a set of possible outcomes that is of
interest. - If A is an event outcome, then P(A) is the
probability that event outcome A occurs.
8ID the Sample Space, As and P(A)s
- What is the chance that it will rain today?
- The number of maintenance calls for an
- old photocopier is twice that for the new
- photocopier. What is the chance that the
- next call will be regarding an old
- photocopier?
- If I pull a card out of a pack of 52 cards, what
is the chance its a spade?
9Union and Intersection of Events
- The intersection of events A and B refers to the
probability that both event A and event B occur. - The union of events A and B refers to the
probability that event A occurs or event B occurs
or both events, A B, occur.
and
either/or
10Mutually Exclusive Events
- Mutually exclusive events can not occur at the
same time.
S
S
Mutually Exclusive Events
Not Mutually Exclusive Events
11Roommate profile Distribution
Frequency - Counts
Relative Frequency - Probability
12What is the probability that a randomly chosen
roommate will snore?
13What is the probability that a randomly chosen
roommate will like to party?
14What is the probability that a randomly chosen
roommate will snore or like to party?
15The Union of Two Events
- If events A B intersect, you have to subtract
out the double count. - If events A B do not intersect (are mutually
exclusive), there is no double count.
16Given that a randomly chosen roommate snores,
what is the probability that he/she likes to
party?
17Conditional Probability
- The conditional probability of B, given that A
has occurred
Given
18Probability of Intersection
- Solving the conditional probability formula for
the probability of the intersection of A and B
19When , we say that Events B and
A are Independent.
The basic idea underlying independence is that
information about event A provides no new
information about event B. So given event A has
occurred, doesnt change our knowledge about the
probability of event B occurring.
20- There are 10 light bulbs in a bag, 2 are burned
out. - If we randomly choose one and test it, what is
the probability that it is burned out? - If we set that bulb aside and randomly choose a
second bulb, what is the probability that the
second bulb is burned out?
21Near Independence
- EX Car company ABC manufactured 2,000,000 cars
in 2009 1,500,000 of the cars had anti-lock
brakes. - If we randomly choose 1 car, what is the
probability that it will have anti-lock brakes? - If we randomly choose another car, not returning
the first, what is the probability that it will
have anti-lock brakes?
22Independence
- Sampling with replacement makes individual
selections independent from one another. - Sampling without replacement from a very large
population makes individual selection almost
independent from one another
23Probability of Intersection
- Probability that both events A and B occur
- If A and B are independent, then the probability
that both occur
24Test for Independence
- If , then A and B are
independent events. - If A and B are not independent events, they are
said to be dependent events.
25Are snoring or not and partying or not
independent of one another?
26Arrange the counts so that snoring and partying
are independent of one another.
27Complementary Events
- The complement of an event is every outcome not
included in the event, but still part of the
sample space. - The complement of event A is denoted A.
- Event A is not event A.
- The complement of an event is every outcome not
included in the event, but still part of the
sample space. - The complement of event A is denoted A.
- Event A is not event A.
S
A
A
28All mutually exclusive events are complementary.
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29Probability Rules
- 0 lt P(A) lt 1
- Sum of all possible mutually exclusive outcomes
is 1. - Probability of A or B
- Probability of A or B when A, B are mutually
exclusive
30Probability Rules Continued
- Probability of B given A
- Probability of A and B
- Probability of A and B when A, B are independent
31Probability Rules Continued
- If A and A are compliments
or
32So Lets Apply the Rules
- We purchase 30 of our parts from Vendor A.
Vendor As defective rate is 5. What is the
probability that a randomly chosen part is
defective and from Vendor A?
33????????????
- We are manufacturing widgets. 50 are red, 30
are white and 20 are blue. What is the
probability that a randomly chosen widget will
not be white?
34????????????
- When a computer goes down, there is a 75 chance
that it is due to overload and a 15 chance that
it is due to a software problem. There is an 85
chance that it is due to an overload or a
software problem. What is the probability that
both of these problems are at fault?
35????????????
- It has been found that 80 of all accidents at
foundries involve human error and 40 involve
equipment malfunction. 35 involve both problems.
If an accident involves an equipment malfunction,
what is the probability that there was also human
error?
36Four electrical components are connected in
series. The reliability (probability the
component operates) of each component is 0.90. If
the components are independent of one another,
what is the probability that the circuit works
when the switch is thrown?
?????????????????
A
B
C
D
37- An automobile manufacturer gives a
5-year/75,000-mile warranty on its drive train.
Historically, 7 of the manufacturers
automobiles have required service under this
warranty. Consider a random sample of 15 cars. - If we assume the cars are independent of one
another, what is the probability that no cars in
the sample require service under the warranty? - What is the probability that at least one car in
the sample requires service?
38Consider the following electrical circuit
A
B
C
0.95
0.95
0.95
- The probability on the components is their
reliability (probability that they will operate
when the switch is thrown). Components are
independent of one another. - What is the probability that the circuit will not
operate when the switch is thrown?
39Consider the electrical circuit below.
Probabilities on the components are reliabilities
and all components are independent. What is the
probability that the circuit will work when the
switch is thrown?
A 0.90
C 0.95
B 0.90
40The number of maintenance calls for an old
photocopier is twice that for the new
photocopier.
Outcomes Old Machine New
Machine Probability 0.67 0.33
Which of the following series of events would
most cause you to question the validity of the
above probability model?
- Two maintenance calls for an old machine followed
by a call for a new machine. - Two maintenance calls for new machines followed
by a call for an old machine. - Three maintenance calls in a row for an old
machine. - Three maintenance calls in a row for a new machine
41?????
- What is the probability that at least 2 people in
this class (n39) have the same birthday Month
and day? - Year has 365 days forget leap year.
- Equally likelihood for each day
42Multiplication of Choices
- If an operation can be performed in n1 ways, and
if for each of these a second operation can be
performed in n2 ways, and for each of the first
two a third operation can be performed in n3
ways, and so forth, then the sequence of k
operations can be performed in n1 n2 nk
ways.
43Multiplication of Choices
- There are 5 processes needed to manufacture the
side panel for a car clean, press, cut, paint,
polish. Our plant has 6 cleaning stations, 3
pressing stations, 8 cutting stations, 5 painting
stations, and 8 polishing stations. - How many different pathways through the
manufacturing exist? - What is the number of pathways that include a
particular pressing station? - What is the probability that a panel follows any
particular path? - What is the probability that a panel goes through
pressing station 1?
44Classical Definition of Probability
If an experiment can result in any one of N
different, but equally likely, outcomes, and if
exactly n of these outcomes corresponds to event
A, then the probability of event A is
45Counting
- Suppose there are 3 vendors and we want to choose
2. How many possible combinations of 2 can be
chosen from the 3 vendors?
46Counting - Combinations
- The number of combinations of n distinct objects
taken r at a time is
n choose r
47Factorial Reminder
- n! n (n-1) (n-2) ..
- EX 4! (4)(3)(2)(1) 24
- 1! 1 0! 1
48Counting
- 9 out of 100 computer chips are defective. We
choose a random sample of n3. - How many different samples of 3 are possible?
- How many of the samples of 3 contain exactly 1
defective chip? - What is the probability of choosing exactly 1
defective chip in a random sample of 3? - What is the probability of choosing at least 1
defective chip in a random sample of 3?
49- This class consists of 5 women and 34 men. If we
randomly choose 4 people, what is the probability
that there will be no women chosen? - What is the probability that there will be at
least 1 woman chosen?