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Chapter 15: Implicit Functions and Their Derivatives
Outline
1 Chapter 15: Implicit Functions and TheirDerivatives
Yu Ren Mathematical Economics: Lecture 10
math
Chapter 15: Implicit Functions and Their Derivatives
New Section
Chapter 15: ImplicitFunctions and Their
Derivatives
Yu Ren Mathematical Economics: Lecture 10
math
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