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Mathematical Economics: Lecture 10 Yu Ren WISE, Xiamen University October 22, 2012

Transcript of Mathematical Economics: Lecture 10econren.weebly.com/uploads/9/0/1/5/9015734/lecture10.pdfmath...

Mathematical Economics:Lecture 10

Yu Ren

WISE, Xiamen University

October 22, 2012

math

Chapter 15: Implicit Functions and Their Derivatives

Outline

1 Chapter 15: Implicit Functions and TheirDerivatives

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

New Section

Chapter 15: ImplicitFunctions and Their

Derivatives

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Implicit Function

Explicit function: y = F (x1, x2, · · · , xn)

Implicit function G(x1, x2, · · · , xn, y) = 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Examples

Example 15.1 the equation 4x + 2y = 5 or4x + 2y − 5 = 0 express y as an implicitfunction of x .write y as an explicit function of x : y = 2.5− 2x

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Examples

Example 15.2 Consider the equation:

y2 − 5xy + 4x2 = 0

convert it into an explicit function:

y =5x ±

√25x2 − 16x2

2=

12

(5x ± 3x) =

{4x

x

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Questions

The fact that we can write down an implicitfunction G(x , y) = 0 does not mean that thisequation automatically defines y as a function ofx . example: x2 + y2 = 1

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Questions

two questions:(a) Given the implicit equation G(x , y) = cand a point (x0, y0) such that G(x0, y0) = c,does there exist a continuous functiony = y(x) defined on the interval I s.t.G(x , y(x)) = c for all x in I and y(x0) = y0

(b) if y(x) exists and differentiable, what isy ′(x0)?

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Questions

two questions:(a) Given the implicit equation G(x , y) = cand a point (x0, y0) such that G(x0, y0) = c,does there exist a continuous functiony = y(x) defined on the interval I s.t.G(x , y(x)) = c for all x in I and y(x0) = y0

(b) if y(x) exists and differentiable, what isy ′(x0)?

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Implicit Function Theorem

Theorem 15.1 Let G(x , y) be a C1 function on aball about (x0, y0) in R2. Suppose thatG(x0, y0) = c and consider the expressionG(x , y) = c. If (∂G/∂y)(x0, y0) 6= 0, then thereexists a C1 function y = y(x) defined on aninterval I about the point x0 s.t.(a) G(x , y(x)) ≡ c for all x in I(b) y(x0) = y0

(c) y ′(x0) = −∂G∂x (x0,y0)∂G∂y (x0,y0)

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

ExampleExample 15.7 Consider the equation

G(x , y) ≡ x2 − 3xy + y3 − 7 = 0

one computes that∂G∂x

= 2x − 3y = −1 at(4,3)

∂G∂y

= −3x + 3y2 = 15 at(4,3)

y ′(x0) = −∂G∂x (x0, y0)∂G∂y (x0, y0)

=115.

y1 ≈ y0 + y ′(x0)∆x = 3 + (115

) · 3 = 3.02

with the actual y1 = 3.01475 . . .Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

ExampleExample 15.8 the equation

x2 + y2 = 1

First note that

y ′(x)|x=0 = −∂G/∂x∂G/∂y

= −2x2y

= −02

= 0

an explicit formula

y(x) =√

1− x2

y ′(x) =−x√

1− x2

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Higher Order derivatives & Hessian

Theorem 15.2 Let G(x1, · · · , xk , y) be a C1

function on a ball about (x∗1 , · · · , x∗k , y∗).Suppose

G(x∗1 , · · · , x∗k , y∗) = c∂G∂y

(x∗1 , · · · , x∗k , y∗) 6= 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Higher Order derivatives & Hessian

Theorem 15.2 Then, there is a C1 functiony = y(x1, · · · , xn) defined on an open ball Babout (x∗1 , · · · , x∗k )(a) G(x∗1 , · · · , x∗k , y(x∗1 , · · · , x∗k )) ≡ c for all(x1, · · · , xk) in B(b) y∗ = y(x∗1 , · · · , x∗k )

(c) ∂y∂xi

(x∗1 , · · · , x∗k ) = −∂G∂x (x

∗1 ,··· ,x∗

k ,y∗)

∂G∂y (x

∗1 ,··· ,x∗

k ,y∗)

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Definition: A point (x0, y0) is called a regularpoint of the C1 function G(x , y) if ∂G

∂x (x0, y0) 6= 0or ∂G

∂y (x0, y0) 6= 0. If every point (x , y) on thelocus G(x , y) = c is a regular point of G, thenwe call the level set a regular curve

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Theorem 15.3 Let (x0, y0) be a point on thelocus of points G(x , y) = c in the plane, whereG is a C1 function of two variables. If(∂G/∂y)(x0, y0) 6= 0, then G(x , y) = c defines asmooth curve around (x0, y0) which can bethought of as the graph of a C1 functiony = f (x). Furthermore, the slope of this curve is:

−∂G∂x (x0, y0)∂G∂y (x0, y0)

.

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Theorem 15.3 If ∂G/∂y(x0, y0) = 0, but∂G/∂x(x0, y0) 6= 0, then the Implicit FunctionTheorem tells us that the locus of pointG(x , y) = c is a smooth curve about (x0, y0),which we can consider as defining x as afunction of y . It also tells us that the tangent lineto the curve at (x0, y0) is parallel to the y− axis.

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Theorem 15.4: Let G be a C1 function on aneighborhood of (x0, y0). Suppose that (x0, y0) isa regular point of G. Then the gradient vectorOG(x0, y0) is perpendicular to the level set of Gat (x0, y0).

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Definition: A point (x0, y0) is called a regularpoint of the C1 function F (x1, · · · , xn) ifOF (x∗) 6= 0, that is, if some (∂F/∂xi)(x∗) is notzero. If every point (x , y) on the level setFc = {(x1, · · · , xn) : F (x1, · · · , xn) = c} is aregular point of F , then we call the level set Fc aregular surface.

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Level curves and their tangents

Theorem 15.6 If F : Rn → R1 is a C1 function, ifx∗ is a point in Rn, and if some (∂F/∂xi)(x∗) 6= 0then: (a) the level set of F through x∗Fc = {(x1, · · · , xn) : F (x1, · · · , xn) = c} can beviewed as the graph of a real valued C1 functionof (n-1) variables in a neighborhood of x∗ (b) thegradient vector OF (x∗), considered as a vectorat x∗, is perpendicular to the tangent hyperplaneof FF (x∗) at x∗

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Nonlinear Systems

F1(y1, y2, · · · , ym, x1, · · · , xn) = c1

F2(y1, y2, · · · , ym, x1, · · · , xn) = c2... =

...Fm(y1, y2, · · · , ym, x1, · · · , xn) = cm

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Nonlinear Systems

Question:

What is ∂yi∂xj

(x∗, y∗)?

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Nonlinear Systems

∂F1

∂y1dy1 + · · · ∂F1

∂ymdym +

∂F1

∂x1dx1 + · · · ∂F1

∂xndxn = 0

... =...

∂Fm

∂y1dy1 + · · · ∂Fm

∂ymdym +

∂Fm

∂x1dx1 + · · · ∂Fm

∂xndxn = 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Nonlinear Systems

∂F1∂y1· · · ∂F1

∂ym... · · · ...∂Fm∂y1· · · ∂Fm

∂ym

dy1

...dym

=

Σni=1

∂F1∂xi

dxi...

Σni=1

∂Fm∂xi

dxi

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Nonlinear Systems

dy1...

dym

=

∂F1∂y1· · · ∂F1

∂ym... · · · ...∂Fm∂y1· · · ∂Fm

∂ym

−1 Σn

i=1∂F1∂xi

dxi...

Σni=1

∂Fm∂xi

dxi

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Example

Example 15.15 Consider the system ofequations

F1(x , y ,a) ≡ x2 + axy + y2 − 1 = 0F2(x , y ,a) ≡ x2 + y2 − a2 + 3 = 0

the Jacobian of (F1,F2) with respect to theendogenous variable x and y at the point x = 0,y = 1, a = 2:

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Example

det(∂F1

∂x∂F1∂y

∂F2∂x

∂F2∂y

)(0,1,2) = det

(2 20 2

)= 4 6= 0

we can solve the system for x and y as functionsof a near (0, 1, 2)

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Example

dyda

= −det ∂(F1,F2)

∂(x ,a)

det ∂(F1,F2)∂(x ,y)

= −det(2x+ay xy

2x -2a)

det(2x+ay ax+2y

2x 2y)

dyda

= −det( 2 0

0 -4)

det(2 20 2

) =84

= 2 > 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Example

if a increases to 2.1, the corresponding y willincrease to about 1.2.Let’s use another method to compute the effecton x:

(2x + ay)dx + (ax + 2y)dy + xyda = 02xdx + 2ydy − 2ada = 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Example

plug in x = 0, y = 1, a = 2:

2xdx + 2ydy = 0da0dx + 2ydy = 4da

so if a increases to 2.1, the corresponding x willdecrease roughly to -.2.

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Comparative Statics

Economic Environment: pure exchangeeconomy, two consumers 1 and 2, twogoods x and y, initial endowments: (e1,0),(0,e2), utility functions: U1,U2:Ui(xi , yi) = αui(xi) + (1− α)ui(yi), pricelevels: p,q.

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Comparative Statics

Maximizing the utility functions, we have inequilibrium

α

1− αu′1(x1)− pu′1(y1) = 0

px1 + y1 − pe1 = 0α

1− αu′2(x2)− pu′2(y2) = 0

x1 + x2 − e1 = 0y1 + y2 − e2 = 0

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Comparative Statics

Question:how a change in the initial endowmente2 affects the equilibrium consumption bundleswhile keeping e1 fixed

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Comparative Statics

Differentiate the equations

α

1− αu′′1(x1)dx1 − pu′′1(y1)dy1 − u′1(y1)dp = 0

pdx1 + dy1 − (x1 − 1)dp = 0α

1− αu′′2(x2)dx2 − pu′′2(y2)dy2 − u′2(y2)dp = 0

dx1 + dx2 = 0dy1 + dy2 = de2

Yu Ren Mathematical Economics: Lecture 10

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Chapter 15: Implicit Functions and Their Derivatives

Comparative Statics

Solve the above equations, we can get equation(50) and (52) in page 363

Yu Ren Mathematical Economics: Lecture 10