| Preface |
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xxi | |
| PART I Introduction |
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3 | (104) |
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3 | (7) |
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1.1 MATHEMATICS IN ECONOMIC THEORY |
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3 | (2) |
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1.2 MODELS OF CONSUMER CHOICE |
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5 | (5) |
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Two-Dimensional Model of Consumer Choice |
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5 | (4) |
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Multidimensional Model of Consumer Choice |
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9 | (1) |
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2 One-Variable Calculus: Foundations |
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10 | (29) |
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10 | (6) |
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10 | (1) |
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11 | (1) |
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12 | (1) |
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Increasing and Decreasing Functions |
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12 | (2) |
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14 | (1) |
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15 | (1) |
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16 | (6) |
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The Slope of a Line in the Plane |
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16 | (3) |
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19 | (1) |
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Polynomials of Degree One Have Linear Graphs |
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19 | (1) |
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Interpreting the Slope of a Linear Function |
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20 | (2) |
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2.3 THE SLOPE OF NONLINEAR FUNCTIONS |
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22 | (3) |
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2.4 COMPUTING DERIVATIVES |
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25 | (4) |
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Rules for Computing Derivatives |
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27 | (2) |
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2.5 DIFFERENTIABILITY AND CONTINUITY |
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29 | (4) |
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A Nondifferentiable Function |
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30 | (1) |
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31 | (1) |
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Continuously Differentiable Functions |
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32 | (1) |
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2.6 HIGHER-ORDER DERIVATIVES |
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33 | (1) |
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2.7 APPROXIMATION BY DIFFERENTIALS |
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34 | (5) |
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3 One-Variable Calculus: Applications |
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39 | (31) |
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3.1 USING THE FIRST DERIVATIVE FOR GRAPHING |
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39 | (4) |
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Positive Derivative Implies Increasing Function |
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39 | (2) |
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Using First Derivatives to Sketch Graphs |
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41 | (2) |
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3.2 SECOND DERIVATIVES AND CONVEXITY |
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43 | (4) |
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3.3 GRAPHING RATIONAL FUNCTIONS |
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47 | (1) |
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48 | (1) |
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3.4 TAILS AND HORIZONTAL ASYMPTOTES |
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48 | (3) |
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48 | (1) |
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Horizontal Asymptotes of Rational Functions |
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49 | (2) |
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51 | (7) |
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Local Maxima and Minima on the Boundary and in the Interior |
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51 | (2) |
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53 | (2) |
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55 | (1) |
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Functions with Only One Critical Point |
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55 | (1) |
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Functions with Nowhere-Zero Second Derivatives |
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56 | (1) |
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Functions with No Global Max or Min |
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56 | (1) |
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Functions Whose Domains Are Closed Finite Intervals |
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56 | (2) |
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3.6 APPLICATIONS TO ECONOMICS |
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58 | (12) |
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58 | (1) |
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59 | (3) |
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Revenue and Profit Functions |
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62 | (2) |
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Demand Functions and Elasticity |
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64 | (6) |
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4 One-Variable Calculus: Chain Rule |
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70 | (12) |
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4.1 COMPOSITE FUNCTIONS AND THE CHAIN RULE |
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70 | (5) |
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70 | (2) |
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Differentiating Composite Functions: The Chain Rule |
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72 | (3) |
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4.2 INVERSE FUNCTIONS AND THEIR DERIVATIVES |
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75 | (7) |
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Definition and Examples of the Inverse of a Function |
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75 | (4) |
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The Derivative of the Inverse Function |
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79 | (1) |
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80 | (2) |
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5 Exponents and Logarithms |
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82 | (25) |
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5.1 EXPONENTIAL FUNCTIONS |
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82 | (3) |
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85 | (3) |
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88 | (3) |
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88 | (2) |
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90 | (1) |
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5.4 PROPERTIES OF EXP AND LOG |
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91 | (2) |
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5.5 DERIVATIVES OF EXP AND LOG |
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93 | (4) |
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97 | (10) |
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97 | (1) |
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98 | (1) |
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99 | (1) |
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100 | (7) |
| PART II Linear Algebra |
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107 | (146) |
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6 Introduction to Linear Algebra |
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107 | (15) |
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107 | (1) |
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6.2 EXAMPLES OF LINEAR MODELS |
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108 | (14) |
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Example 1: Tax Benefits of Charitable Contributions |
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108 | (2) |
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Example 2: Linear Models of Production |
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110 | (3) |
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Example 3: Markov Models of Employment |
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113 | (2) |
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Example 4: IS-LM Analysis |
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115 | (2) |
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Example 5: Investment and Arbitrage |
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117 | (5) |
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7 Systems of Linear Equations |
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122 | (31) |
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7.1 GAUSSIAN AND GAUSS-JORDAN ELIMINATION |
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122 | (7) |
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123 | (2) |
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125 | (4) |
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7.2 ELEMENTARY ROW OPERATIONS |
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129 | (5) |
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7.3 SYSTEMS WITH MANY OR NO SOLUTIONS |
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134 | (8) |
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7.4 RANK--THE FUNDAMENTAL CRITERION |
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142 | (8) |
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Application to Portfolio Theory |
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147 | (3) |
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7.5 THE LINEAR IMPLICIT FUNCTION THEOREM |
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150 | (3) |
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153 | (35) |
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153 | (7) |
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153 | (1) |
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154 | (1) |
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155 | (1) |
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155 | (1) |
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156 | (1) |
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157 | (1) |
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Systems of Equations in Matrix Form |
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158 | (2) |
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8.2 SPECIAL KINDS OF MATRICES |
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160 | (2) |
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162 | (3) |
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8.4 ALGEBRA OF SQUARE MATRICES |
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165 | (9) |
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8.5 INPUT-OUTPUT MATRICES |
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174 | (6) |
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178 | (2) |
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8.6 PARTITIONED MATRICES (optional) |
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180 | (3) |
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8.7 DECOMPOSING MATRICES (optional) |
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183 | (5) |
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185 | (1) |
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Including Row Interchanges |
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185 | (3) |
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9 Determinants: An Overview |
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188 | (11) |
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9.1 THE DETERMINANT OF A MATRIX |
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189 | (5) |
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189 | (2) |
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Computing the Determinant |
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191 | (1) |
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Main Property of the Determinant |
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192 | (2) |
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9.2 USES OF THE DETERMINANT |
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194 | (3) |
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9.3 IS-LM ANALYSIS VIA CRAMER'S RULE |
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197 | (2) |
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199 | (38) |
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10.1 POINTS AND VECTORS IN EUCLIDEAN SPACE |
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199 | (3) |
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199 | (1) |
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199 | (2) |
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Three Dimensions and More |
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201 | (1) |
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202 | (3) |
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10.3 THE ALGEBRA OF VECTORS |
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205 | (4) |
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205 | (2) |
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207 | (2) |
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10.4 LENGTH AND INNER PRODUCT IN R^n |
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209 | (13) |
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209 | (4) |
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213 | (9) |
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222 | (4) |
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226 | (6) |
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226 | (2) |
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228 | (2) |
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230 | (2) |
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10.7 ECONOMIC APPLICATIONS |
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232 | (5) |
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Budget Sets in Commodity Space |
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232 | (1) |
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233 | (1) |
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233 | (1) |
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234 | (1) |
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234 | (3) |
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237 | (16) |
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237 | (7) |
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238 | (3) |
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Checking Linear Independence |
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241 | (3) |
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244 | (3) |
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11.3 BASIS AND DIMENSION IN R^n |
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247 | (2) |
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249 | (1) |
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249 | (4) |
| PART III Calculus of Several Variables |
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253 | (122) |
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253 | (20) |
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12.1 SEQUENCES OF REAL NUMBERS |
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253 | (7) |
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253 | (1) |
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254 | (2) |
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Algebraic Properties of Limits |
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256 | (4) |
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260 | (4) |
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264 | (3) |
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267 | (1) |
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267 | (3) |
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268 | (1) |
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269 | (1) |
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270 | (2) |
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272 | (1) |
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13 Functions of Several Variables |
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273 | (27) |
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13.1 FUNCTIONS BETWEEN EUCLIDEAN SPACES |
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273 | (4) |
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274 | (1) |
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Functions from R^k to R^m |
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275 | (2) |
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13.2 GEOMETRIC REPRESENTATION OF FUNCTIONS |
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277 | (10) |
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Graphs of Functions of Two Variables |
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277 | (3) |
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280 | (1) |
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Drawing Graphs from Level Sets |
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281 | (1) |
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Planar Level Sets in Economics |
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282 | (1) |
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Representing Functions from R^k to R^1 for k is greater than 2 |
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283 | (2) |
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Images of Functions from R^1 to R^m |
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285 | (2) |
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13.3 SPECIAL KINDS OF FUNCTIONS |
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287 | (6) |
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287 | (2) |
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289 | (1) |
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Matrix Representation of Quadratic Forms |
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290 | (1) |
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291 | (2) |
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13.4 CONTINUOUS FUNCTIONS |
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293 | (2) |
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13.5 VOCABULARY OF FUNCTIONS |
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295 | (5) |
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Onto Functions and One-to-One Functions |
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297 | (1) |
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297 | (1) |
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298 | (2) |
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14 Calculus of Several Variables |
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300 | (34) |
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14.1 DEFINITIONS AND EXAMPLES |
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300 | (2) |
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14.2 ECONOMIC INTERPRETATION |
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302 | (3) |
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302 | (2) |
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304 | (1) |
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14.3 GEOMETRIC INTERPRETATION |
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305 | (2) |
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14.4 THE TOTAL DERIVATIVE |
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307 | (6) |
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308 | (2) |
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310 | (1) |
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Functions of More than Two Variables |
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311 | (2) |
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313 | (6) |
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313 | (1) |
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Tangent Vector to a Curve |
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314 | (2) |
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Differentiating along a Curve: The Chain Rule |
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316 | (3) |
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14.6 DIRECTIONAL DERIVATIVES AND GRADIENTS |
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319 | (4) |
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319 | (1) |
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320 | (3) |
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14.7 EXPLICIT FUNCTIONS FROM R^n TO R^m |
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323 | (5) |
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Approximation by Differentials |
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324 | (2) |
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326 | (2) |
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14.8 HIGHER-ORDER DERIVATIVES |
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328 | (5) |
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Continuously Differentiable Functions |
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328 | (1) |
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Second Order Derivatives and Hessians |
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329 | (1) |
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330 | (1) |
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331 | (1) |
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331 | (2) |
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333 | (1) |
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15 Implicit Functions and Their Derivatives |
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334 | (41) |
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334 | (8) |
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334 | (3) |
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The Implicit Function Theorem for R^2 |
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337 | (4) |
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Several Exogenous Variables in an Implicit Function |
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341 | (1) |
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15.2 LEVEL CURVES AND THEIR TANGENTS |
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342 | (8) |
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Geometric Interpretation of the Implicit Function Theorem |
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342 | (2) |
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344 | (1) |
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Relationship to the Gradient |
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345 | (2) |
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Tangent to the Level Set Using Differentials |
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347 | (1) |
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Level Sets of Functions of Several Variables |
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348 | (2) |
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15.3 SYSTEMS OF IMPLICIT FUNCTIONS |
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350 | (10) |
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351 | (2) |
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353 | (7) |
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15.4 APPLICATION: COMPARATIVE STATICS |
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360 | (4) |
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15.5 THE INVERSE FUNCTION THEOREM (optional) |
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364 | (4) |
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15.6 APPLICATION: SIMPSON'S PARADOX |
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368 | (7) |
| PART IV Optimization |
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375 | (204) |
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16 Quadratic Forms and Definite Matrices |
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375 | (21) |
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375 | (1) |
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16.2 DEFINITENESS OF QUADRATIC FORMS |
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376 | (10) |
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Definite Symmetric Matrices |
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379 | (1) |
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Application: Second Order Conditions and Convexity |
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379 | (1) |
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Application: Conic Sections |
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380 | (1) |
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Principal Minors of a Matrix |
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381 | (2) |
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The Definiteness of Diagonal Matrices |
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383 | (1) |
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The Definiteness of 2 x 2 Matrices |
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384 | (2) |
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16.3 LINEAR CONSTRAINTS AND BORDERED MATRICES |
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386 | (7) |
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Definiteness and Optimality |
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386 | (4) |
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390 | (1) |
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391 | (2) |
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393 | (3) |
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17 Unconstrained Optimization |
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396 | (15) |
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396 | (1) |
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17.2 FIRST ORDER CONDITIONS |
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397 | (1) |
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17.3 SECOND ORDER CONDITIONS |
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398 | (4) |
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398 | (3) |
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401 | (1) |
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17.4 GLOBAL MAXIMA AND MINIMA |
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402 | (2) |
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Global Maxima of Concave Functions |
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403 | (1) |
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17.5 ECONOMIC APPLICATIONS |
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404 | (7) |
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405 | (1) |
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Discriminating Monopolist |
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405 | (2) |
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407 | (4) |
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18 Constrained Optimization I: First Order Conditions |
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411 | (37) |
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412 | (1) |
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18.2 EQUALITY CONSTRAINTS |
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413 | (11) |
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Two Variables and One Equality Constraint |
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413 | (7) |
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Several Equality Constraints |
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420 | (4) |
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18.3 INEQUALITY CONSTRAINTS |
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424 | (10) |
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One Inequality Constraint |
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424 | (6) |
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Several Inequality Constraints |
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430 | (4) |
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434 | (2) |
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18.5 CONSTRAINED MINIMIZATION PROBLEMS |
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436 | (3) |
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18.6 KUHN-TUCKER FORMULATION |
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439 | (3) |
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18.7 EXAMPLES AND APPLICATIONS |
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442 | (6) |
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Application: A Sales-Maximizing Firm with Advertising |
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442 | (1) |
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Application: The Averch-Johnson Effect |
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443 | (2) |
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445 | (3) |
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19 Constrained Optimization II |
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448 | (35) |
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19.1 THE MEANING OF THE MULTIPLIER |
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448 | (5) |
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449 | (1) |
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Several Equality Constraints |
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450 | (1) |
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451 | (1) |
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Interpreting the Multiplier |
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452 | (1) |
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453 | (4) |
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453 | (2) |
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455 | (2) |
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19.3 SECOND ORDER CONDITIONS |
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457 | (12) |
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Constrained Maximization Problems |
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459 | (4) |
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463 | (3) |
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466 | (1) |
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Alternative Approaches to the Bordered Hessian Condition |
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467 | (1) |
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Necessary Second Order Conditions |
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468 | (1) |
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19.4 SMOOTH DEPENDENCE ON THE PARAMETERS |
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469 | (3) |
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19.5 CONSTRAINT QUALIFICATIONS |
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472 | (6) |
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19.6 PROOFS OF FIRST ORDER CONDITIONS |
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478 | (5) |
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Proof of Theorems 18.1 and 18.2: Equality Constraints |
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478 | (2) |
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Proof of Theorems 18.3 and 18.4: Inequality Constraints |
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480 | (3) |
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20 Homogeneous and Homothetic Functions |
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483 | (22) |
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20.1 HOMOGENEOUS FUNCTIONS |
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483 | (10) |
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483 | (2) |
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Homogeneous Functions in Economics |
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485 | (2) |
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Properties of Homogeneous Functions |
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487 | (4) |
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A Calculus Criterion for Homogeneity |
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491 | (1) |
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Economic Applications of Euler's Theorem |
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492 | (1) |
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20.2 HOMOGENIZING A FUNCTION |
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493 | (3) |
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Economic Applications of Homogenization |
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495 | (1) |
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20.3 CARDINAL VERSUS ORDINAL UTILITY |
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496 | (4) |
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20.4 HOMOTHETIC FUNCTIONS |
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500 | (5) |
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Motivation and Definition |
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500 | (1) |
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Characterizing Homothetic Functions |
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501 | (4) |
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21 Concave and Quasiconcave Functions |
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505 | (39) |
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21.1 CONCAVE AND CONVEX FUNCTIONS |
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505 | (12) |
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Calculus Criteria for Concavity |
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509 | (8) |
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21.2 PROPERTIES OF CONCAVE FUNCTIONS |
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517 | (5) |
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Concave Functions in Economics |
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521 | (1) |
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21.3 QUASICONCAVE AND QUASICONVEX FUNCTIONS |
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522 | (5) |
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525 | (2) |
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21.4 PSEUDOCONCAVE FUNCTIONS |
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527 | (5) |
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532 | (5) |
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532 | (1) |
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532 | (2) |
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534 | (3) |
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537 | (7) |
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Proof of the Sufficiency Test of Theorem 21.14 |
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537 | (1) |
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538 | (2) |
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540 | (1) |
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541 | (3) |
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544 | (35) |
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544 | (13) |
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544 | (3) |
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547 | (4) |
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The Indirect Utility Function |
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551 | (1) |
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The Expenditure and Compensated Demand Functions |
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552 | (3) |
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555 | (2) |
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22.2 ECONOMIC APPLICATION: PROFIT AND COST |
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557 | (8) |
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The Profit-Maximizing Firm |
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557 | (3) |
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560 | (5) |
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565 | (4) |
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Necessary Conditions for a Pareto Optimum |
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566 | (1) |
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Sufficient Conditions for a Pareto Optimum |
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567 | (2) |
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22.4 THE FUNDAMENTAL WELFARE THEOREMS |
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569 | (10) |
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572 | (1) |
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Fundamental Theorems of Welfare Economics |
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573 | (6) |
| PART V Eigenvalues and Dynamics |
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579 | (140) |
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23 Eigenvalues and Eigenvectors |
|
|
579 | (54) |
|
23.1 DEFINITIONS AND EXAMPLES |
|
|
579 | (6) |
|
23.2 SOLVING LINEAR DIFFERENCE EQUATIONS |
|
|
585 | (12) |
|
One-Dimensional Equations |
|
|
585 | (1) |
|
Two-Dimensional Systems: An Example |
|
|
586 | (1) |
|
|
|
587 | (1) |
|
The Leslie Population Model |
|
|
588 | (2) |
|
Abstract Two-Dimensional Systems |
|
|
590 | (1) |
|
|
|
591 | (3) |
|
An Alternative Approach: The Powers of a Matrix |
|
|
594 | (2) |
|
|
|
596 | (1) |
|
23.3 PROPERTIES OF EIGENVALUES |
|
|
597 | (4) |
|
Trace as Sum of the Eigenvalues |
|
|
599 | (2) |
|
23.4 REPEATED EIGENVALUES |
|
|
601 | (8) |
|
2 x 2 Nondiagonalizable Matrices |
|
|
601 | (3) |
|
3 x 3 Nondiagonalizable Matrices |
|
|
604 | (2) |
|
Solving Nondiagonalizable Difference Equations |
|
|
606 | (3) |
|
23.5 COMPLEX EIGENVALUES AND EIGENVECTORS |
|
|
609 | (6) |
|
Diagonalizing Matrices with Complex Eigenvalues |
|
|
609 | (2) |
|
Linear Difference Equations with Complex Eigenvalues |
|
|
611 | (3) |
|
|
|
614 | (1) |
|
|
|
615 | (5) |
|
|
|
620 | (6) |
|
23.8 DEFINITENESS OF QUADRATIC FORMS |
|
|
626 | (3) |
|
|
|
629 | (4) |
|
|
|
629 | (1) |
|
|
|
630 | (3) |
|
24 Ordinary Differential Equations: Scalar Equations |
|
|
633 | (41) |
|
24.1 DEFINITION AND EXAMPLES |
|
|
633 | (6) |
|
|
|
639 | (8) |
|
Linear First Order Equations |
|
|
639 | (2) |
|
|
|
641 | (6) |
|
24.3 LINEAR SECOND ORDER EQUATIONS |
|
|
647 | (10) |
|
|
|
647 | (1) |
|
Real and Unequal Roots of the Characteristic Equation |
|
|
648 | (2) |
|
Real and Equal Roots of the Characteristic Equation |
|
|
650 | (1) |
|
Complex Roots of the Characteristic Equation |
|
|
651 | (2) |
|
|
|
653 | (1) |
|
Nonhomogeneous Second Order Equations |
|
|
654 | (3) |
|
24.4 EXISTENCE OF SOLUTIONS |
|
|
657 | (9) |
|
The Fundamental Existence and Uniqueness Theorem |
|
|
657 | (2) |
|
Direction Fields Direction Fields |
|
|
659 | (7) |
|
24.5 PHASE PORTRAITS AND EQUILIBRIA ON R^1 |
|
|
666 | (4) |
|
|
|
666 | (2) |
|
Stability of Equilibria on the Line |
|
|
668 | (2) |
|
24.6 APPENDIX: APPLICATIONS |
|
|
670 | (4) |
|
Indirect Money Metric Utility Functions |
|
|
671 | (1) |
|
Converse of Euler's Theorem |
|
|
672 | (2) |
|
25 Ordinary Differential Equations: Systems of Equations |
|
|
674 | (45) |
|
25.1 PLANAR SYSTEMS: AN INTRODUCTION |
|
|
674 | (4) |
|
Coupled Systems of Differential Equations |
|
|
674 | (2) |
|
|
|
676 | (1) |
|
|
|
677 | (1) |
|
25.2 LINEAR SYSTEMS VIA EIGENVALUES |
|
|
678 | (4) |
|
Distinct Real Eigenvalues |
|
|
678 | (2) |
|
|
|
680 | (1) |
|
Multiple Real Eigenvalues |
|
|
681 | (1) |
|
25.3 SOLVING LINEAR SYSTEMS BY SUBSTITUTION |
|
|
682 | (2) |
|
25.4 STEADY STATES AND THEIR STABILITY |
|
|
684 | (5) |
|
Stability of Linear Systems via Eigenvalues |
|
|
686 | (1) |
|
Stability of Nonlinear Systems |
|
|
687 | (2) |
|
25.5 PHASE PORTRAITS OF PLANAR SYSTEMS |
|
|
689 | (14) |
|
|
|
689 | (3) |
|
Phase Portraits: Linear Systems |
|
|
692 | (2) |
|
Phase Portraits: Nonlinear Systems |
|
|
694 | (9) |
|
|
|
703 | (8) |
|
|
|
705 | (2) |
|
Conservative Mechanical Systems |
|
|
707 | (4) |
|
|
|
711 | (4) |
|
25.8 APPENDIX: LINEARIZATION |
|
|
715 | (4) |
| PART VI Advanced Linear Algebra |
|
719 | (84) |
|
26 Determinants: The Details |
|
|
719 | (31) |
|
26.1 DEFINITIONS OF THE DETERMINANT |
|
|
719 | (7) |
|
26.2 PROPERTIES OF THE DETERMINANT |
|
|
726 | (9) |
|
|
|
735 | (4) |
|
|
|
736 | (3) |
|
26.4 ECONOMIC APPLICATIONS |
|
|
739 | (4) |
|
|
|
739 | (4) |
|
|
|
743 | (7) |
|
|
|
743 | (3) |
|
|
|
746 | (1) |
|
Other Approaches to the Determinant |
|
|
747 | (3) |
|
27 Subspaces Attached to a Matrix |
|
|
750 | (29) |
|
27.1 VECTOR SPACES AND SUBSPACES |
|
|
750 | (5) |
|
|
|
750 | (1) |
|
|
|
751 | (4) |
|
27.2 BASIS AND DIMENSION OF A PROPER SUBSPACE |
|
|
755 | (2) |
|
|
|
757 | (3) |
|
|
|
760 | (5) |
|
Dimension of the Column Space of A |
|
|
760 | (3) |
|
The Role of the Column Space |
|
|
763 | (2) |
|
|
|
765 | (6) |
|
|
|
765 | (2) |
|
Fundamental Theorem of Linear Algebra |
|
|
767 | (3) |
|
|
|
770 | (1) |
|
27.6 ABSTRACT VECTOR SPACES |
|
|
771 | (3) |
|
|
|
774 | (5) |
|
|
|
774 | (1) |
|
|
|
775 | (4) |
|
28 Applications of Linear Independence |
|
|
779 | (24) |
|
28.1 GEOMETRY OF SYSTEMS OF EQUATIONS |
|
|
779 | (4) |
|
Two Equations in Two Unknowns |
|
|
779 | (1) |
|
Two Equations in Three Unknowns |
|
|
780 | (2) |
|
Three Equations in Three Unknowns |
|
|
782 | (1) |
|
|
|
783 | (1) |
|
|
|
784 | (7) |
|
|
|
785 | (3) |
|
|
|
788 | (1) |
|
Consequences of the Existence of Cycles |
|
|
789 | (1) |
|
|
|
790 | (1) |
|
Rankings of the Quality of Firms |
|
|
790 | (1) |
|
28.4 ACTIVITY ANALYSIS: FEASIBILITY |
|
|
791 | (5) |
|
|
|
791 | (2) |
|
Simple Linear Models and Productive Matrices |
|
|
793 | (3) |
|
28.5 ACTIVITY ANALYSIS: EFFICIENCY |
|
|
796 | (7) |
|
|
|
796 | (7) |
| PART VII Advanced Analysis |
|
803 | (44) |
|
29 Limits and Compact Sets |
|
|
803 | (19) |
|
|
|
803 | (4) |
|
|
|
807 | (2) |
|
|
|
809 | (2) |
|
|
|
811 | (5) |
|
|
|
811 | (2) |
|
|
|
813 | (2) |
|
|
|
815 | (1) |
|
|
|
816 | (6) |
|
|
|
816 | (1) |
|
|
|
817 | (3) |
|
|
|
820 | (2) |
|
30 Calculus of Several Variables II |
|
|
822 | (25) |
|
30.1 WEIERSTRASS'S AND MEAN VALUE THEOREMS |
|
|
822 | (5) |
|
Existence of Global Maxima on Compact Sets |
|
|
822 | (2) |
|
Rolle's Theorem and the Mean Value Theorem |
|
|
824 | (3) |
|
30.2 TAYLOR POLYNOMIALS ON R^1 |
|
|
827 | (5) |
|
Functions of One Variable |
|
|
827 | (5) |
|
30.3 TAYLOR POLYNOMIALS IN R^n |
|
|
832 | (4) |
|
30.4 SECOND ORDER OPTIMIZATION CONDITIONS |
|
|
836 | (5) |
|
Second Order Sufficient Conditions for Optimization |
|
|
836 | (3) |
|
|
|
839 | (1) |
|
Second Order Necessary Conditions for Optimization |
|
|
840 | (1) |
|
30.5 CONSTRAINED OPTIMIZATION |
|
|
841 | (6) |
| PART VIII Appendices |
|
847 | (74) |
|
A1 Sets, Numbers, and Proofs |
|
|
847 | (12) |
|
|
|
847 | (1) |
|
|
|
847 | (1) |
|
|
|
847 | (1) |
|
|
|
848 | (3) |
|
|
|
848 | (1) |
|
Properties of Addition and Multiplication |
|
|
849 | (1) |
|
Least Upper Bound Property |
|
|
850 | (1) |
|
|
|
851 | (8) |
|
|
|
851 | (2) |
|
Converse and Contrapositive |
|
|
853 | (1) |
|
|
|
854 | (1) |
|
|
|
855 | (4) |
|
A2 Trigonometric Functions |
|
|
859 | (17) |
|
A2.1 DEFINITIONS OF THE TRIG FUNCTIONS |
|
|
859 | (4) |
|
A2.2 GRAPHING TRIG FUNCTIONS |
|
|
863 | (2) |
|
A2.3 THE PYTHAGOREAN THEOREM |
|
|
865 | (1) |
|
A2.4 EVALUATING TRIGONOMETRIC FUNCTIONS |
|
|
866 | (2) |
|
|
|
868 | (1) |
|
A2.6 FUNCTIONS OF REAL NUMBERS |
|
|
868 | (2) |
|
A2.7 CALCULUS WITH TRIG FUNCTIONS |
|
|
870 | (2) |
|
|
|
872 | (1) |
|
A2.9 PROOF OF THEOREM A2.3 |
|
|
873 | (3) |
|
|
|
876 | (11) |
|
|
|
876 | (2) |
|
|
|
877 | (1) |
|
|
|
877 | (1) |
|
A3.2 SOLUTIONS OF POLYNOMIAL EQUATIONS |
|
|
878 | (1) |
|
A3.3 GEOMETRIC REPRESENTATION |
|
|
879 | (3) |
|
A3.4 COMPLEX NUMBERS AS EXPONENTS |
|
|
882 | (2) |
|
A3.5 DIFFERENCE EQUATIONS |
|
|
884 | (3) |
|
|
|
887 | (7) |
|
|
|
887 | (2) |
|
|
|
888 | (1) |
|
A4.2 THE FUNDAMENTAL THEOREM OF CALCULUS |
|
|
889 | (1) |
|
|
|
890 | (4) |
|
|
|
890 | (1) |
|
|
|
891 | (1) |
|
|
|
892 | (2) |
|
A5 Introduction to Probability |
|
|
894 | (5) |
|
A5.1 PROBABILITY OF AN EVENT |
|
|
894 | (1) |
|
A5.2 EXPECTATION AND VARIANCE |
|
|
895 | (1) |
|
A5.3 CONTINUOUS RANDOM VARIABLES |
|
|
896 | (3) |
|
|
|
899 | (22) |
| Index |
|
921 | |