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Instructor’s Solutions Manual 2-1 Probability, Statistics, and Random Processes for Electrical Engineers Chapter 2: Basic Concepts of Probability Theory 2.1 Specifying Random Experiments 2.1 © 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved. This material is is protected by Copyright and written permission should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to: Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

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Page 1: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-1 Probability, Statistics, and Random Processes for Electrical Engineers

Chapter 2: Basic Concepts of Probability Theory

2.1 Specifying Random Experiments

2.1

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 2: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-2 Probability, Statistics, and Random Processes for Electrical Engineers

2.2

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 3: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-3 Probability, Statistics, and Random Processes for Electrical Engineers

2.3

2.4

2.5

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 4: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-4 Probability, Statistics, and Random Processes for Electrical Engineers

2.6

2.7

2.8

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 5: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-5 Probability, Statistics, and Random Processes for Electrical Engineers

2.9

2.10

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 6: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-6 Probability, Statistics, and Random Processes for Electrical Engineers

2.11

2.12

2.13

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 7: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-7 Probability, Statistics, and Random Processes for Electrical Engineers

2.14

2.15

2.16

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 8: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-8 Probability, Statistics, and Random Processes for Electrical Engineers

2.17

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 9: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-9 Probability, Statistics, and Random Processes for Electrical Engineers

2.18

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 10: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-10 Probability, Statistics, and Random Processes for Electrical Engineers

2.19

2.20

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 11: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-11 Probability, Statistics, and Random Processes for Electrical Engineers

2.2 The Axioms of Probability

2.21

2.22

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 12: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-12 Probability, Statistics, and Random Processes for Electrical Engineers

2.26

2.25

2.24

2.23

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 13: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-13 Probability, Statistics, and Random Processes for Electrical Engineers

2.27

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 14: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-14 Probability, Statistics, and Random Processes for Electrical Engineers

2.28

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 15: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-15 Probability, Statistics, and Random Processes for Electrical Engineers

2.29

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 16: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-16 Probability, Statistics, and Random Processes for Electrical Engineers

2.30

(c)

2.31

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 17: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-17 Probability, Statistics, and Random Processes for Electrical Engineers

2.32

2.33

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 18: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-18 Probability, Statistics, and Random Processes for Electrical Engineers

2.34

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 19: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-19 Probability, Statistics, and Random Processes for Electrical Engineers

2.35

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 20: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-20 Probability, Statistics, and Random Processes for Electrical Engineers

2.36

2.37

2.38

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 21: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-21 Probability, Statistics, and Random Processes for Electrical Engineers

2.3 *Computing Probabilities Using Counting Methods

2.39

2.40

2.41

2.42

2.43

2.44

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 22: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-22 Probability, Statistics, and Random Processes for Electrical Engineers

2.45

2.46

2.47

2.48

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 23: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-23 Probability, Statistics, and Random Processes for Electrical Engineers

2.49

2.53

2.52

2.51

2.50

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 24: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-24 Probability, Statistics, and Random Processes for Electrical Engineers

2.55

2.54a

(b)

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 25: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-25 Probability, Statistics, and Random Processes for Electrical Engineers

2.58

2.57

2.56

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 26: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-26 Probability, Statistics, and Random Processes for Electrical Engineers

2.59

2.60

2.61

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 27: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-27 Probability, Statistics, and Random Processes for Electrical Engineers

2.4 Conditional Probability

2.63a

2.62

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 28: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-28 Probability, Statistics, and Random Processes for Electrical Engineers

2.64

2.63c

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 29: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-29 Probability, Statistics, and Random Processes for Electrical Engineers

2.65

2.67

2.66

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 30: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-30 Probability, Statistics, and Random Processes for Electrical Engineers

2.68

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 31: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-31 Probability, Statistics, and Random Processes for Electrical Engineers

2.70

2.71

2.69

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 32: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-32 Probability, Statistics, and Random Processes for Electrical Engineers

2.72

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 33: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-33 Probability, Statistics, and Random Processes for Electrical Engineers

2.73

2.74

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 34: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-34 Probability, Statistics, and Random Processes for Electrical Engineers

2.75

2.76

(b)

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 35: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-35 Probability, Statistics, and Random Processes for Electrical Engineers

2.77

2.78

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 36: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-36 Probability, Statistics, and Random Processes for Electrical Engineers

2.79

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 37: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-37 Probability, Statistics, and Random Processes for Electrical Engineers

2.80

2.81

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 38: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-38 Probability, Statistics, and Random Processes for Electrical Engineers

2.5 Independence of Events

2.84

2.83

2.82

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 39: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-39 Probability, Statistics, and Random Processes for Electrical Engineers

2.85

2.86

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 40: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-40 Probability, Statistics, and Random Processes for Electrical Engineers

2.87

2.88

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 41: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-41 Probability, Statistics, and Random Processes for Electrical Engineers

2.89

2.90

2.91

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

Rights and Permissions Department, Pearson Education, Inc., Upper Saddle River, NJ 07458.

Page 42: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-42 Probability, Statistics, and Random Processes for Electrical Engineers

2.92

2.93

2.94

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

should be obtained from the publisher prior to any prohibited reproduction, storage in a retrieval system, or transmission in any form or by any means, electronic, mechanical, photocopying, recording, or likewise. For information regarding permission(s), write to:

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Page 43: Chapter 2: Basic Concepts of Probability Theory...Title: Microsoft Word - Ch 2 Solutions.doc Author: Karen Created Date: 12/7/2007 5:29:28 PM

Instructor’s Solutions Manual 2-43 Probability, Statistics, and Random Processes for Electrical Engineers

2.95

2.96

© 2008 Pearson Education, Inc., Upper Saddle River, NJ. All rights reserved.This material is is protected by Copyright and written permission

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Instructor’s Solutions Manual 2-44 Probability, Statistics, and Random Processes for Electrical Engineers

2.6 Sequential Experiments

2.97

2.98

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Instructor’s Solutions Manual 2-45 Probability, Statistics, and Random Processes for Electrical Engineers

2.99

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2.101

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Instructor’s Solutions Manual 2-46 Probability, Statistics, and Random Processes for Electrical Engineers

2.102

2.103

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Instructor’s Solutions Manual 2-47 Probability, Statistics, and Random Processes for Electrical Engineers

2.104

2.105

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Instructor’s Solutions Manual 2-48 Probability, Statistics, and Random Processes for Electrical Engineers

2.106

2.107

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Instructor’s Solutions Manual 2-49 Probability, Statistics, and Random Processes for Electrical Engineers

2.108

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Instructor’s Solutions Manual 2-50 Probability, Statistics, and Random Processes for Electrical Engineers

2.7 *Synthesizing Randomness: Random Number Generators

2.109

2.110

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Instructor’s Solutions Manual 2-51 Probability, Statistics, and Random Processes for Electrical Engineers

2.112

2.111

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2.113

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2.114

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Instructor’s Solutions Manual 2-54 Probability, Statistics, and Random Processes for Electrical Engineers

2.115

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Instructor’s Solutions Manual 2-55 Probability, Statistics, and Random Processes for Electrical Engineers

2.8 *Fine Points: Event Classes

2.117

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Instructor’s Solutions Manual 2-56 Probability, Statistics, and Random Processes for Electrical Engineers

(d)

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2.118

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2.119

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Instructor’s Solutions Manual 2-59 Probability, Statistics, and Random Processes for Electrical Engineers

2.9 *Fine Points: Probabilities of Sequences of Events

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Instructor’s Solutions Manual 2-60 Probability, Statistics, and Random Processes for Electrical Engineers

2.123

2.124

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Instructor’s Solutions Manual 2-61 Probability, Statistics, and Random Processes for Electrical Engineers

Problems Requiring Cumulative Knowledge

2.125

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2.126

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2.128

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Instructor’s Solutions Manual 2-64 Probability, Statistics, and Random Processes for Electrical Engineers

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