© 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4...

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© 2003 Prentice-Hall, Inc. Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability

Transcript of © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4...

Page 1: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-1

Business Statistics: A First Course

(3rd Edition)

Chapter 4Basic Probability

Page 2: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-2

Chapter Topics

Basic Probability Concepts Sample spaces and events, simple

probability, joint probability

Conditional Probability Statistical independence, marginal

probability

Page 3: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-3

Sample Spaces

Collection of All Possible Outcomes e.g. All 6 faces of a die:

e.g. All 52 cards of a bridge deck:

Page 4: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-4

Events

Simple Event Outcome from a sample space with 1

characteristic e.g. A Red Card from a deck of cards

Joint Event Involves 2 outcomes simultaneously e.g. An Ace which is also a Red Card from a

deck of cards

Page 5: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-5

Visualizing Events

Contingency Tables

Tree Diagrams

Red 2 24 26

Black 2 24 26

Total 4 48 52

Ace Not Ace Total

Full Deck of Cards

Red Cards

Black Cards

Not an Ace

Ace

Ace

Not an Ace

Page 6: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-6

Simple Events

The Event of a Happy Face

There are 55 happy faces in this collection of 18 objects

Page 7: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-7

The Event of a Happy Face ANDAND Yellow

Joint Events

1 Happy Face which is Yellow

Page 8: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-8

Special Events

Impossible Event Impossible event e.g. Club & Diamond on 1 card

draw Complement of Event

For event A, all events not in A Denoted as A’ e.g. A: Queen of Diamond

A’: All cards in a deck that are not Queen of Diamond

Impossible Event

Page 9: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-9

Special Events Mutually Exclusive Events

Two events cannot occur together e.g. A: Queen of Diamond; B: Queen of Club

Events A and B are mutually exclusive Collectively Exhaustive Events

One of the events must occur The set of events covers the whole sample space e.g. A: All the Aces; B: All the Black Cards; C: All the

Diamonds; D: All the Hearts Events A, B, C and D are collectively exhaustive Events B, C and D are also collectively exhaustive

(continued)

Page 10: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-10

Contingency Table

A Deck of 52 Cards

Ace Not anAce

Total

Red

Black

Total

2 24

2 24

26

26

4 48 52

Sample Space

Red Ace

Page 11: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-11

Full Deck of Cards

Tree Diagram

Event Possibilities

Red Cards

Black Cards

Ace

Not an Ace

Ace

Not an Ace

Page 12: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-12

Probability

Probability is the Numerical Measure of the Likelihood that an Event Will Occur

Value is Between 0 and 1 Sum of the Probabilities of

all Mutually Exclusive and Collective Exhaustive Events is 1

Certain

Impossible

.5

1

0

Page 13: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-13

(There are 2 ways to get one 6 and the other 4)e.g. P( ) = 2/36

Computing Probabilities

The Probability of an Event E:

Each of the Outcomes in the Sample Space is Equally Likely to Occur

number of event outcomes( )

total number of possible outcomes in the sample space

P E

X

T

Page 14: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-14

Computing Joint Probability

The Probability of a Joint Event, A and B:

( and )

number of outcomes from both A and B

total number of possible outcomes in sample space

P A B

E.g. (Red Card and Ace)

2 Red Aces 1

52 Total Number of Cards 26

P

Page 15: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-15

P(A1 and B2) P(A1)

TotalEvent

Joint Probability Using Contingency Table

P(A2 and B1)

P(A1 and B1)

Event

Total 1

Joint Probability Marginal (Simple) Probability

A1

A2

B1 B2

P(B1) P(B2)

P(A2 and B2) P(A2)

Page 16: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-16

Computing Compound Probability

Probability of a Compound Event, A or B:( or )

number of outcomes from either A or B or both

total number of outcomes in sample space

P A B

E.g. (Red Card or Ace)

4 Aces + 26 Red Cards - 2 Red Aces

52 total number of cards28 7

52 13

P

Page 17: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-17

P(A1)

P(B2)

P(A1 and B1)

Compound Probability (Addition Rule)

P(A1 or B1 ) = P(A1) + P(B1) - P(A1 and B1)

P(A1 and B2)

TotalEvent

P(A2 and B1)

Event

Total 1

A1

A2

B1 B2

P(B1)

P(A2 and B2) P(A2)

For Mutually Exclusive Events: P(A or B) = P(A) + P(B)

Page 18: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-18

Computing Conditional Probability

The Probability of Event A given that Event B Has Occurred:

( and )( | )

( )

P A BP A B

P B

E.g.

(Red Card given that it is an Ace)

2 Red Aces 1

4 Aces 2

P

Page 19: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-19

Conditional Probability Using Contingency Table

BlackColor

Type Red Total

Ace 2 2 4

Non-Ace 24 24 48

Total 26 26 52

Revised Sample Space

(Ace and Red) 2 / 52 2(Ace | Red)

(Red) 26 / 52 26

PP

P

Page 20: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-20

Conditional Probability and Statistical Independence

Conditional Probability:

Multiplication Rule:

( and )( | )

( )

P A BP A B

P B

( and ) ( | ) ( )

( | ) ( )

P A B P A B P B

P B A P A

Page 21: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-21

Conditional Probability and Statistical Independence

Events A and B are Independent if

Events A and B are Independent when the Probability of One Event, A, is Not Affected by Another Event, B

(continued)

( | ) ( )

or ( | ) ( )

or ( and ) ( ) ( )

P A B P A

P B A P B

P A B P A P B

Page 22: © 2003 Prentice-Hall, Inc.Chap 4-1 Business Statistics: A First Course (3 rd Edition) Chapter 4 Basic Probability.

© 2003 Prentice-Hall, Inc. Chap 4-22

Chapter Summary

Discussed Basic Probability Concepts Sample spaces and events, simple

probability, and joint probability

Defined Conditional Probability Statistical independence, marginal

probability