1. Introduction 2. Correlation 3. PivotTables 4. Computing the OLS Regression Line 5. Interpreting OLS Regression 6. Functional Form of the Regression 7. Multiple Regression 8. Dummy Variables 9. Monte Carlo Simulation 10. Review of Statis...
1 Basic Principles of Population Genetics 2 Counting Methods and the EM Algorithm 3 Newtons Method and Scoring 4 Hypothesis Testing and Categorical Data 5 Genetic Identity Coefficients 6 Applications of Identity Coefficients 7 Computation...
Contents: Basic Results of Monte Carlo Integration; Optimal Monte Carlo Method for Multidimensional Integrals of Smooth Functions; Iterative Monte Carlo Methods for Linear Equations; Markov Chain Monte Carlo Methods for Eigenvalue Problems...
CHAPTER I The Exponential and the Uniform Densities CHAPTER II Special Densities. Randomization chapter III Densities in Higher Dimensions. Normal Densities and Processes CHAPTER IV Probability Measures and Spaces CHAPTER V Probability Dis...
Final Exam 2:15 p.m., Saturday January 21, 2006 I nstructions 1. Do not turn this page until so instructed. 2. This exam is three hours long. 3. The exam has five parts for a total of 100 points. 4. Please put each question in a separate b...
1 Introduction 2 Probability Basics 3 Statistics Basics 4 Bayesian Statistics 5 Order Statistics 6 Goodness of Fit 7 Rank Tests 8 Designed Experiments 9 Categorical Data 10 Estimating Distribution Functions 11 Density Estimation 12 Beyond...
Preface . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . v 1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 1.1 An...
CHAPTER 1 Basic Concepts CHAPTER 2 Utility and Loss CHAPTE R 3 Prior Information and Subjective proba I Ity CHAPTER 4 Bayesian Analysis CHAPTER 5 Minimax Analysis CHAPTER 6 Invariance CHAPTER 7 Preposterior and Sequential Analysis CHAPTER...
1 Nonparametric estimators 2 Lower bounds on the minimax risk 3 Asymptotic efficiency and adaptation Appendix Bibliography Index...
1 INTRODUCTION 1 2 STOCHASTIC PROCESSES 5 2.1 Review of Probability Theory . . . . . . . . . . . . . . . . . . . . . . 5 2.2 Stochastic Processes . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 2.3 Conditional Expectations . . . ....
