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List of Figures | |
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List of Tables | |
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Preface | |
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Building Blocks | |
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Preliminaries | |
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Variables and Constants | |
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Sets | |
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Operators | |
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Relations | |
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Level of Measurement | |
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Notation | |
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Proofs, or How Do We Know This? | |
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Exercises | |
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Algebra Review | |
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Basic Properties of Arithmetic | |
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Algebra Review | |
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Computational Aids | |
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Exercises | |
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Functions, Relations, and Utility | |
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Functions | |
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Examples of Functions of One Variable | |
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Preference Relations and Utility Functions | |
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Exercises | |
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Limits and Continuity, Sequences and Series, and More on Sets | |
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Sequences and Series | |
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Limits | |
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Open, Closed, Compact, and Convex Sets | |
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Continuous Functions | |
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Exercises | |
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Calculus in One Dimension | |
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Introduction to Calculus and the Derivative | |
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A Brief Introduction to Calculus | |
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What Is the Derivative? | |
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The Derivative, Formally | |
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Summary | |
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Exercises | |
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The Rules of Differentiation | |
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Rules for Differentiation | |
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Derivatives of Functions | |
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What the Rules Are, and When to Use Them | |
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Exercises | |
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The Integral | |
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The Definite Integral as a Limit of Sums | |
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Indefinite Integrals and the Fundamental Theorem of Calculus | |
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Computing Integrals | |
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Rules of Integration | |
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Summary | |
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Exercises | |
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Extrema in One Dimension | |
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Extrema | |
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Higher-Order Derivatives, Concavity, and Convexity | |
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Finding Extrema | |
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Two Examples | |
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Exercises | |
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Probability | |
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An Introduction to Probability | |
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Basic Probability Theory | |
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Computing Probabilities | |
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Some Specific Measures of Probabilities | |
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Exercises | |
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Appendix | |
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An Introduction to (Discrete) Distributions | |
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The Distribution of a Single Concept (Variable) | |
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Sample Distributions | |
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Empirical Joint and Marginal Distributions | |
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The Probability Mass Function | |
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The Cumulative Distribution Function | |
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Probability Distributions and Statistical Modeling | |
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Expectations of Random Variables | |
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Summary | |
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Exercises | |
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Appendix | |
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Continuous Distributions | |
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Continuous Random Variables | |
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Expectations of Continuous Random Variables | |
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Important Continuous Distributions for Statistical Modeling | |
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Exercises | |
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Appendix | |
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Linear Algebra | |
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Fun with Vectors and Matrices | |
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Scalars | |
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Vectors | |
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Matrices | |
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Properties of Vectors and Matrices | |
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Matrix Illustration of OLS Estimation | |
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Exercises | |
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Vector Spaces and Systems of Equations | |
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Vector Spaces | |
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Solving Systems of Equations | |
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Why Should I Care? | |
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Exercises | |
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Appendix | |
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Eigenvalues and Markov Chains | |
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Eigenvalues, Eigenvectors, and Matrix Decomposition | |
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Markov Chains and Stochastic Processes | |
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Exercises | |
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Multivariate Calculus and Optimization | |
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Multivariate Calculus | |
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Functions of Several Variables | |
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Calculus in Several Dimensions | |
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Concavity and Convexity Redux | |
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Why Should I Care? | |
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Exercises | |
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Multivariate Optimization | |
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Unconstrained Optimization | |
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Constrained Optimization: Equality Constraints | |
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Constrained Optimization: Inequality Constraints | |
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Exercises | |
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Comparative Statics and Implicit Differentiation | |
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Properties of the Maximum and Minimum | |
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Implicit Differentiation | |
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Exercises | |
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Bibliography | |
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Index | |