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Preface to the Second Edition | |
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Preface to the First Edition | |
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Acronyms | |
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Introduction | |
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Motivation | |
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Probability Models | |
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Sample Space | |
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Events | |
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Algebra of Events | |
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Graphical Methods of Representing Events | |
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Probability Axioms | |
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Combinatorial Problems | |
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Conditional Probability | |
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Independence of Events | |
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Bayes' Rule | |
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Bernoulli Trials | |
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Discrete Random Variables | |
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Introduction | |
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Random Variables and Their Event Spaces | |
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The Probability Mass Function | |
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Distribution Functions | |
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Special Discrete Distributions | |
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Analysis of Program MAX | |
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The Probability Generating Function | |
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Discrete Random Vectors | |
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Independent Random Variables | |
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Continuous Random Variables | |
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Introduction | |
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The Exponential Distribution | |
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The Reliability and Failure Rate | |
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Some Important Distributions | |
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Functions of a Random Variable | |
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Jointly Distributed Random Variables | |
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Order Statistics | |
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Distribution of Sums | |
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Functions of Normal Random Variables | |
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Expectation | |
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Introduction | |
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Moments | |
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Expectation Based on Multiple Random Variables | |
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Transform Methods | |
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Moments and Transforms of Some Distributions | |
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Computation of Mean Time to Failure | |
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Inequalities and Limit Theorems | |
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Conditional Distribution and Expectation | |
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Introduction | |
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Mixture Distributions | |
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Conditional Expectation | |
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Impefect Fault Coverage and Reliability | |
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Random Sums | |
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Stochastic Processes | |
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Introduction | |
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Classification of Stochastic Processes | |
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The Bernoulli Process | |
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The Poisson Process | |
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Renewal Processes | |
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Availability Analysis | |
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Random Incidence | |
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Renewal Model of Program Behavior | |
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Discrete-Time Markov Chains | |
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Introduction | |
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Computation of n-step Transition Probabilities | |
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State Classification and Limiting Probabilities | |
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Distribution of Times Between State Changes | |
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Markov Modulated Bernoulli Process | |
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Irreducible Finite Chains with Aperiodic States | |
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* The M/G/1 Queuing System | |
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Discrete-Time Birth-Death Processes | |
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Finite Markov Chains with Absorbing States | |
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Continuous-Time Markov Chains | |
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Introduction | |
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The Birth-Death Process | |
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Other Special Cases of the Birth-Death Model | |
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Non-Birth-Death Processes | |
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Markov Chains with Absorbing States | |
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Solution Techniques | |
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Automated Generation | |
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Networks of Queues | |
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Introduction | |
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Open Queuing Networks | |
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Closed Queuing Networks | |
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General Service Distribution and Multiple Job Types | |
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Non-product-form Networks | |
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Computing Response Time Distribution | |
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Summary | |
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Statistical Inference | |
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Introduction | |
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Parameter Estimation | |
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Hypothesis Testing | |
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Regression and Analysis of Variance | |
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Introduction | |
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Least-squares Curve Fitting | |
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The Coefficients of Determination | |
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Confidence Intervals in Linear Regression | |
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Trend Detection and Slope Estimation | |
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Correlation Analysis | |
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Simple Nonlinear Regression | |
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Higher-dimensional Least-squares Fit | |
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Analysis of Variance | |
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Bibliography | |
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Theory | |
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Applications | |
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Properties of Distributions | |
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Statistical Tables | |
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Laplace Transforms | |
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Program Performance Analysis | |
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Author Index | |
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Subject Index | |