| Introduction | p. 1 |
| Introduction | p. 1 |
| References | p. 4 |
| Fuzzy Sets | p. 7 |
| Introduction | p. 7 |
| Fuzzy Sets | p. 7 |
| Fuzzy Numbers | p. 8 |
| Alpha-Cuts | p. 9 |
| Inequalities | p. 11 |
| Discrete Fuzzy Sets | p. 11 |
| Fuzzy Arithmetic | p. 11 |
| Extension Principle | p. 12 |
| Interval Arithmetic | p. 12 |
| Fuzzy Arithmetic | p. 13 |
| Fuzzy Functions | p. 14 |
| Extension Principle | p. 14 |
| Alpha-Cuts and Interval Arithmetic | p. 16 |
| Differences | p. 16 |
| Finding the Minimum of a Fuzzy Number | p. 17 |
| Ordering Fuzzy Numbers | p. 19 |
| Fuzzy Probabilities | p. 21 |
| Fuzzy Numbers from Confidence Intervals | p. 21 |
| Computing Fuzzy Probabilities | p. 23 |
| First Problem | p. 24 |
| Second Problem | p. 26 |
| Figures | p. 28 |
| References | p. 28 |
| Fuzzy Probability Theory | p. 31 |
| Introduction | p. 31 |
| Fuzzy Probability | p. 32 |
| Fuzzy Conditional Probability | p. 36 |
| Fuzzy Independence | p. 38 |
| Fuzzy Bayes' Formula | p. 40 |
| Applications | p. 41 |
| Blood Types | p. 41 |
| Resistance to Surveys | p. 42 |
| Testing for HIV | p. 44 |
| Color Blindness | p. 45 |
| Fuzzy Bayes | p. 46 |
| References | p. 48 |
| Discrete Fuzzy Random Variables | p. 51 |
| Introduction | p. 51 |
| Fuzzy Binomial | p. 51 |
| Fuzzy Poisson | p. 54 |
| Applications | p. 57 |
| Fuzzy Poisson Approximating Fuzzy Binomial | p. 57 |
| Overbooking | p. 58 |
| Rapid Response Team | p. 59 |
| References | p. 60 |
| Fuzzy Queuing Theory | p. 61 |
| Introduction | p. 61 |
| Regular, Finite, Markov Chains | p. 61 |
| Fuzzy Queuing Theory | p. 63 |
| Applications | p. 64 |
| Machine Servicing Problem | p. 65 |
| Fuzzy Queuing Decision Problem | p. 68 |
| References | p. 69 |
| Fuzzy Markov Chains | p. 71 |
| Introduction | p. 71 |
| Regular Markov Chains | p. 75 |
| Absorbing Markov Chains | p. 77 |
| Application: Decision Model | p. 79 |
| References | p. 83 |
| Fuzzy Decisions Under Risk | p. 85 |
| Introduction | p. 85 |
| Without Data | p. 86 |
| With Data | p. 88 |
| References | p. 91 |
| Continuous Fuzzy Random Variables | p. 95 |
| Introduction | p. 95 |
| Fuzzy Uniform | p. 95 |
| Fuzzy Normal | p. 97 |
| Fuzzy Negative Exponential | p. 99 |
| Applications | p. 100 |
| Fuzzy Uniform | p. 101 |
| Fuzzy Normal Approximation to Fuzzy Binomial | p. 101 |
| Fuzzy Normal Approximation to Fuzzy Poisson | p. 104 |
| Fuzzy Normal | p. 105 |
| Fuzzy Negative Exponential | p. 107 |
| References | p. 108 |
| Fuzzy Inventory Control | p. 109 |
| Introduction | p. 109 |
| Single Period Model | p. 109 |
| Multiple Periods Ill | |
| References | p. 112 |
| Joint Fuzzy Probability Distributions | p. 115 |
| Introduction | p. 115 |
| Continuous Case | p. 115 |
| Fuzzy Marginals | p. 116 |
| Fuzzy Conditionals | p. 118 |
| Fuzzy Correlation | p. 120 |
| Fuzzy Bivariate Normal | p. 121 |
| References | p. 123 |
| Applications of Joint Distributions | p. 125 |
| Introduction | p. 125 |
| Political Polls | p. 125 |
| Fuzzy Marginals | p. 126 |
| Fuzzy Conditionals | p. 127 |
| Fuzzy Correlation | p. 128 |
| Fuzzy Reliability Theory | p. 129 |
| References | p. 132 |
| Functions of a Fuzzy Random Variable | p. 133 |
| Introduction | p. 133 |
| Discrete Fuzzy Random Variables | p. 133 |
| Continuous Fuzzy Random Variables | p. 134 |
| Functions of Fuzzy Random Variables | p. 139 |
| Introduction | p. 139 |
| One-to-One Transformation | p. 140 |
| Other Transformations | p. 142 |
| Law of Large Numbers | p. 145 |
| Sums of Fuzzy Random Variables | p. 147 |
| Introduction | p. 147 |
| Sums | p. 149 |
| Conclusions and Future Research | p. 151 |
| Introduction | p. 151 |
| Summary | p. 151 |
| Chapter 3 | p. 151 |
| Chapter 4 | p. 151 |
| Chapter 5 | p. 152 |
| Chapter 6 | p. 152 |
| Chapter 7 | p. 152 |
| Chapter 8 | p. 152 |
| Chapter 9 | p. 152 |
| Chapter 10 | p. 153 |
| Chapter 11 | p. 153 |
| Chapter 12 | p. 153 |
| Chapter 13 | p. 153 |
| Chapter 14 | p. 153 |
| Chapter 15 | p. 153 |
| Research Agenda | p. 154 |
| Chapter 3 | p. 154 |
| Chapter 4 | p. 154 |
| Chapter 5 | p. 154 |
| Chapter 6 | p. 154 |
| Chapter 7 | p. 154 |
| Chapter 8 | p. 154 |
| Chapter 9 | p. 154 |
| Chapter 10 | p. 154 |
| Chapter 11 | p. 155 |
| Chapter 12 | p. 155 |
| Chapter 13 | p. 155 |
| Chapter 14 | p. 155 |
| Chapter 15 | p. 155 |
| Conclusions | p. 155 |
| Index | p. 157 |
| List of Figures | p. 162 |
| List of Tables | p. 164 |
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