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LECTURE NOTES on PROBABILITY and STATISTICS Eusebius …

LECTURE NOTESonPROBABILITY and STATISTICSE usebius DoedelTABLE OF CONTENTSSAMPLE SPACES1 Events5 The Algebra of Events6 Axioms of Probability9 Further Properties10 Counting Outcomes13 Permutations14 Combinations21 CONDITIONAL PROBABILITY45 Independent Events63 DISCRETE RANDOM VARIABLES71 Joint distributions82 Independent random variables91 Conditional distributions97 Expectation101 Variance and Standard Deviation108 Covariance110 SPECIAL DISCRETE RANDOM VARIABLES118 The Bernoulli Random Variable118 The Binomial Random Variable120 The Poisson Random Variable130 CONTINUOUS RANDOM VARIABLES142 Joint distributions150 Marginal density functions153 Independent continuous random variables158 Conditional distributions161 Expectation163 Variance169 Covariance175 Markov s inequality181 Chebyshev s inequality184 SPECIAL CONTINUOUS RANDOM VARIABLES187 The Uniform Random Variable187 The Exponential Random Variable191 The Standard Normal Random Variable196 The General Normal Random Variable201 The Chi-Square Random Variable206 THE CENTR

PROBABILITY and STATISTICS Eusebius Doedel. TABLE OF CONTENTS SAMPLE SPACES 1 Events 5 The Algebra of Events 6 Axioms of Probability 9 Further Properties 10 Counting Outcomes 13 Permutations 14 Combinations 21 CONDITIONAL PROBABILITY 45 Independent Events 63 DISCRETE RANDOM VARIABLES 71 Joint distributions 82

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