Unconstrained maximization problem

Assignment Help Basic Computer Science
Reference no: EM13937095

1)  Consider the maximization problem of f(x; y) subject to the constraint g(x; y) = c. Assume that (x; y) is a global maximum. Then rf(x; y) = rg(x; y) where  is the lagrange multiplier.

2) Consider function f(x; y) and a given point (x0; y0). Assume that @f @y (x0; y0) 6=0. Then the gradient of f at x0; y0 is perpendicular to the level of curve of f going through(x0; y0).

3) Let f(x; y) = x2 y2 2xy x3. Then the greatest open set over which f is a concave function is X = f(x; y) 2 R2 : y  23g.

4) Consider the following function f(x; a), where x 2 Rn and a 2 R is a parameter. The solution to the unconstrained maximization problem of f is x(a) =(x1(a); ::::; xn(a)). The value function associated to the problem is f(a)  f(x(a); a).

Then, by the envelope theorem,
df(x(a); a)
da
=
Xn
i=1
@f(x(a); a)
@xi
(a)
dxi
(a)
da
+
@f(x(a); a)
@a
Exercise 2: Extrema I (20 points)
Let f(x; y; z) = x4 + x2y + y2 + z2 + xz + 1. Find the critical points of f and characterize them using the second order conditions.

Exercise 3: Gradient and Directional Derivative
Let f(x; y; ) = x3ey=x where e is the exponential function.
1) Compute the gradient of f at z = (2; 0). Compute the tangent plane of f at z. Next, suppose that, starting from z = (2; 0), x goes up by 1 and y goes up by 1 Estimate the corresponding change in the value of f using the tangent plane of f at z.

2) Compute the tangent plane to the level curve f(x; y) = 8 at the point (2; 0). Show that rf(2; 0) is perpendicular to this level curve. Next, if x goes up by 2, estimate the corresponding change in y along the level curve f(x; y) = 8 using the tangent plane at
(2; 0).

3) Compute the directional derivative of f at point z in the direction of the vector v = ( 1
3 ; 1

4 ). What is the direction of maximal increase of f at z? What is the maximal value of the directional derivative of f at z?
Exercise 4: Social Welfare

Society's welfare is given by u(x; z) = ln(1 + x)  ln(1 + z), where x 2 R2
+ is production,
z 2 R2
+ is pollution. Notice that @u
@z 6= 0 for any z  0. Finally, let z = h(x) = x2 + 1
where > 0 is a parameter. Society's goal is to maximize social welfare.

1)  Find the optimal level of production x and deduce the optimal level of pollution z {Since > 0, you can easily discard one of the two solutions you will nd.

2) How does the solution (x; z) and the welfare level change when changes?

3) Find an expression for the slopes of the level curves of u(x; z), then compute

dz
dx for any (x; z) in the (x; z) plane as well as d2z
dx2 . Next, describe in the (x; z) plane the
level curves of u(x; z) as well as h(x). Explain the maximization problem and its solution
graphically.

Reference no: EM13937095

Questions Cloud

Four terms of the power series expansions : Write down the first four terms of the power series expansions of e-2t and cos 4t. Determine the cubic (up to and including the third power of t) approximation of f(t) and calculate the accurate and approximate values of f(0.02) giving your result..
How does the structure affect the function : Describe the structure of the cell wall and the cell membrane in plant cells and How does the structure affect the function?
Development of new efficient refineries : With the development of new efficient refineries in the Middle East and China, Western Oil companies are selling off their existing refining capacity .
Stationary points and any asymptotes showing : For the following function: y=(x+2)2+3/x2-1 Using calculus analyze the graph of the function detailing the important points such as the intercepts the stationary points and any asymptotes showing all your working and producing a..
Unconstrained maximization problem : Consider the maximization problem of f(x; y) subject to the constraint g(x; y) = c. Assume that (x; y) is a global maximum. Then rf(x; y) = rg(x; y) where  is the lagrange multiplier.
Would this code sequence compile? explain. : Using pseudocode or C++, write the statements to enter an integer number, compute the number raised to power 5 and output the result
Describe the structure and function of each tissue : Name two plant tissues in which dead cells are useful. Describe the structure and function of each tissue, showing how the dead cells contribute. Why couldn't animals make use of dead cells in the same way?
Compute the manufacturing overhead rate for the year : Ikerd Company applies manufacturing overhead to jobs on the basis of machine hours used. Overhead costs are expected to total $300,000.For the year, and machine usage is estimated at 125,000 hours. Compute the manufacturing overhead rate for the ye..
Strengths and weeknesses of group decision making : Build as essay constrsting the strengths and weeknesses of group decision making illustrating your support of your arguements (you may assume your own organization purpose 1000 words

Reviews

Write a Review

Basic Computer Science Questions & Answers

  Identifies the cost of computer

identifies the cost of computer components to configure a computer system (including all peripheral devices where needed) for use in one of the following four situations:

  Input devices

Compare how the gestures data is generated and represented for interpretation in each of the following input devices. In your comparison, consider the data formats (radio waves, electrical signal, sound, etc.), device drivers, operating systems suppo..

  Cores on computer systems

Assignment : Cores on Computer Systems:  Differentiate between multiprocessor systems and many-core systems in terms of power efficiency, cost benefit analysis, instructions processing efficiency, and packaging form factors.

  Prepare an annual budget in an excel spreadsheet

Prepare working solutions in Excel that will manage the annual budget

  Write a research paper in relation to a software design

Research paper in relation to a Software Design related topic

  Describe the forest, domain, ou, and trust configuration

Describe the forest, domain, OU, and trust configuration for Bluesky. Include a chart or diagram of the current configuration. Currently Bluesky has a single domain and default OU structure.

  Construct a truth table for the boolean expression

Construct a truth table for the Boolean expressions ABC + A'B'C' ABC + AB'C' + A'B'C' A(BC' + B'C)

  Evaluate the cost of materials

Evaluate the cost of materials

  The marie simulator

Depending on how comfortable you are with using the MARIE simulator after reading

  What is the main advantage of using master pages

What is the main advantage of using master pages. Explain the purpose and advantage of using styles.

  Describe the three fundamental models of distributed systems

Explain the two approaches to packet delivery by the network layer in Distributed Systems. Describe the three fundamental models of Distributed Systems

  Distinguish between caching and buffering

Distinguish between caching and buffering The failure model defines the ways in which failure may occur in order to provide an understanding of the effects of failure. Give one type of failure with a brief description of the failure

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd