Math 1314 Lesson 23 Partial Derivatives

Size: px
Start display at page:

Download "Math 1314 Lesson 23 Partial Derivatives"

Transcription

1 Math 1314 Lesson 3 Partial Derivatives When we are asked to ind the derivative o a unction o a single variable, (x), we know exactly what to do However, when we have a unction o two variables, there is some ambiguity With a unction o two variables, we can ind the slope o the tangent line at a point P rom an ininite number o directions We will only consider two directions, either parallel to the x axis or parallel to the y axis When we do this, we ix one o the variables Then we can ind the derivative with respect to the other variable So, i we ix y, we can ind the derivative o the unction with respect to the variable x And i we ix x, we can ind the derivative o the unction with respect to the variable y These derivatives are called partial derivatives We will use two dierent notations: First-Order Partial Derivatives x y x y In this case, you consider y as a constant In this case, you consider x as a constant We can use GGB to determine the irst-order partial derivatives The command is: derivative[<unction>,<variable>] Example 1: Suppose ( x, y) x 3xy + 4y Enter the unction into GGB a Find x x b Find y y Lesson 3 Partial Derivatives 1

2 We can also evaluate the irst partial derivatives at a given point Example : Find the irst-order partial derivatives o the unction 3 3 ( x, y) 4x y + x y 1x + 3y + 10 evaluated at the point (-1, 3) Enter the unction into GGB a x ( 1,3) b y ( 1,3) Second-Order Partial Derivatives Sometimes we will need to ind the second-order partial derivatives To ind a second-order partial derivative, you will take respective partial derivatives o the irst partial derivative There are a total o 4 second-order partial derivatives There are two notations, but we will only use one o them x xx x x x y xy y x y yy y y y x yx x y Lesson 3 Partial Derivatives

3 3 3 3 Example 3: Evaluate the second-order partial derivatives o ( x, y) 3x x y + 5xy + 6y at the point (1, ) Enter the unction into GGB Then produce the irst-order partials a xx ( 1,) b xy ( 1,) c yy ( 1,) d yx ( 1,) Lesson 3 Partial Derivatives 3

4 A unction o the orm ( x, y) b 1 b ax y where a and b are positive constants and 0 b 1 < < is called a Cobb-Douglas production unction In this unction, x represents the amount o money spent or labor, and y represents the amount o money spent on capital expenditures such as actories, equipment, machinery, tools, etc The unction measures the output o inished products The irst partial with respect to x is called the marginal productivity o labor It measures the change in productivity with respect to the amount o money spent or labor In inding the irst partial with respect to x, the amount o money spent on capital is held at a constant level The irst partial with respect to y is called the marginal productivity o capital It measures the change in productivity with respect to the amount o money spent on capital expenditures In inding the irst partial with respect to y, the amount o money spent on labor is held at a constant level Example 4: A country s production can be modeled by the unction ( ) x, y 50x y /3 1/3 where x gives the units o labor that are used and y represents the units o capital that were used a Find the irst-order partial derivatives and label each as marginal productivity o labor or marginal productivity o capital Enter the unction into GGB b Find the marginal productivity o labor and the marginal productivity o capital when the amount expended on labor is 15 units and the amount spent on capital is 7 units Lesson 3 Partial Derivatives 4

5 Math 1314 Lesson 4 Maxima and Minima o Functions o Several Variables We learned to ind the maxima and minima o a unction o a single variable earlier in the course We had a second derivative test to determine whether a critical point o a unction o a single variable generated a maximum or a minimum, or possibly that the test was not conclusive at that point We will use a similar technique to ind relative extrema o a unction o several variables Since the graphs o these unctions are more complicated, determining relative extrema is also more complicated At a speciic critical number, we can have a max, a min, or something else That something else is called a saddle point The method or inding relative extrema is very similar to what you did earlier in the course 1 Find the irst partial derivatives and set them equal to zero You will have a system o equations in two variables which you will need to solve to ind the critical points Apply the second derivative test To do this, you must ind the second-order partial derivatives Let D x, y) ( ) You will compute D( a, b) or each critical point ( xx yy xy ( a, b) Then you can apply the second derivative test or unctions o two variables: I D(a, b) > 0 and ( a, b) < 0, then has a relative maximum at (a, b) xx I D(a, b) > 0 and ( a, b) > 0, then has a relative minimum at (a, b) xx I D(a, b) < 0, then has neither a relative maximum nor a relative minimum at (a, b) (ie, it has a saddle point, which is neither a max nor a min) I D(a, b) 0, then this test is inconclusive Lesson 4 Maxima and Minima o Functions o Several Variables 1

6 Example 1: Find the relative extrema o the unction Begin by entering the unction into GGB a Find the irst-order partials x y x xy y x y (, ) b Set each irst-order partial equal to zero and enter each into GGB c Find the point o intersection o the equations in part B These points o intersection are the critical points o the unction d Determine D ( x, y ) ( ) xx yy xy e Apply the second derivative test to classiy each critical point ound in step C For any maxima point and minima point ound in part E, calculate the maxima and minima, respectively Lesson 4 Maxima and Minima o Functions o Several Variables

7 3 Example : Find the relative extrema o the unction ( x, y) x + y 9x 4y + 1x Begin by entering the unction into GGB a Find the irst-order partials b Set each irst-order partial equal to zero and enter each into GGB c Find the point o intersection o the equations in part B These points o intersection are the critical points o the unction d Determine D ( x, y ) ( ) xx yy xy e Apply the second derivative test to classiy each critical point ound in step C For any maxima point and minima point ound in part E, calculate the maxima and minima, respectively Lesson 4 Maxima and Minima o Functions o Several Variables 3

8 Example 3: Suppose a company s weekly proits can be modeled by the unction P( x, y) 0x 05y 0xy + 100x + 90y 4000 where proits are given in thousand dollars and x and y denote the number o standard items and the number o deluxe items, respectively, that the company will produce and sell How many o each type o item should be manuactured each week to maximize proit? What is the maximum proit that is realizable in this situation? Begin by entering the unction into GGB a Find the irst-order partials b Set each irst-order partial equal to zero and enter each into GGB c Find the point o intersection o the equations in part B These points o intersection are the critical points o the unction d Determine D ( x, y ) ( ) xx yy xy Lesson 4 Maxima and Minima o Functions o Several Variables 4

9 e Apply the second derivative test to classiy each critical point ound in step C How many o each type o item should be manuactured each week to maximize proit? g What is the maximum proit that is realizable in this situation? Lesson 4 Maxima and Minima o Functions o Several Variables 5

Math 1314 Lesson 24 Maxima and Minima of Functions of Several Variables

Math 1314 Lesson 24 Maxima and Minima of Functions of Several Variables Math 1314 Lesson 24 Maxima and Minima of Functions of Several Variables We learned to find the maxima and minima of a function of a single variable earlier in the course We had a second derivative test

More information

Math 1314 Test 4 Review Lesson 16 Lesson Use Riemann sums with midpoints and 6 subdivisions to approximate the area between

Math 1314 Test 4 Review Lesson 16 Lesson Use Riemann sums with midpoints and 6 subdivisions to approximate the area between Math 1314 Test 4 Review Lesson 16 Lesson 24 1. Use Riemann sums with midpoints and 6 subdivisions to approximate the area between and the x-axis on the interval [1, 9]. Recall: RectangleSum[,

More information

Math 1314 Final Exam Review. Year Profits (in millions of dollars)

Math 1314 Final Exam Review. Year Profits (in millions of dollars) Math 1314 Final Exam Review 1. The following table of values gives a company s annual profits in millions of dollars. Rescale the data so that the year 2003 corresponds to x = 0. Year 2003 2004 2005 2006

More information

Online Math 1314 Final Exam Review

Online Math 1314 Final Exam Review Online Math 1314 Final Exam Review 1. The following table of values gives a company s annual profits in millions of dollars. Rescale the data so that the year 2003 corresponds to x = 0. Year 2003 2004

More information

Definition: Let f(x) be a function of one variable with continuous derivatives of all orders at a the point x 0, then the series.

Definition: Let f(x) be a function of one variable with continuous derivatives of all orders at a the point x 0, then the series. 2.4 Local properties o unctions o several variables In this section we will learn how to address three kinds o problems which are o great importance in the ield o applied mathematics: how to obtain the

More information

7.1 Functions of Two or More Variables

7.1 Functions of Two or More Variables 7.1 Functions of Two or More Variables Hartfield MATH 2040 Unit 5 Page 1 Definition: A function f of two variables is a rule such that each ordered pair (x, y) in the domain of f corresponds to exactly

More information

School of Business. Blank Page

School of Business. Blank Page Maxima and Minima 9 This unit is designed to introduce the learners to the basic concepts associated with Optimization. The readers will learn about different types of functions that are closely related

More information

LESSON 23: EXTREMA OF FUNCTIONS OF 2 VARIABLES OCTOBER 25, 2017

LESSON 23: EXTREMA OF FUNCTIONS OF 2 VARIABLES OCTOBER 25, 2017 LESSON : EXTREMA OF FUNCTIONS OF VARIABLES OCTOBER 5, 017 Just like with functions of a single variable, we want to find the minima (plural of minimum) and maxima (plural of maximum) of functions of several

More information

Math 1314 Lesson 7 Applications of the Derivative. rate of change, instantaneous rate of change, velocity, => the derivative

Math 1314 Lesson 7 Applications of the Derivative. rate of change, instantaneous rate of change, velocity, => the derivative Math 1314 Lesson 7 Applications of the Derivative In word problems, whenever it s anything about a: rate of change, instantaneous rate of change, velocity, => the derivative average rate of change, difference

More information

Math 1314 Lesson 7 Applications of the Derivative

Math 1314 Lesson 7 Applications of the Derivative Math 1314 Lesson 7 Applications of the Derivative Recall from Lesson 6 that the derivative gives a formula for finding the slope of the tangent line to a function at any point on that function. Example

More information

Math 2204 Multivariable Calculus Chapter 14: Partial Derivatives Sec. 14.7: Maximum and Minimum Values

Math 2204 Multivariable Calculus Chapter 14: Partial Derivatives Sec. 14.7: Maximum and Minimum Values Math 2204 Multivariable Calculus Chapter 14: Partial Derivatives Sec. 14.7: Maximum and Minimum Values I. Review from 1225 A. Definitions 1. Local Extreme Values (Relative) a. A function f has a local

More information

Partial derivatives, linear approximation and optimization

Partial derivatives, linear approximation and optimization ams 11b Study Guide 4 econ 11b Partial derivatives, linear approximation and optimization 1. Find the indicated partial derivatives of the functions below. a. z = 3x 2 + 4xy 5y 2 4x + 7y 2, z x = 6x +

More information

Math 1323 Lesson 12 Analyzing functions. This lesson will cover analyzing polynomial functions using GeoGebra.

Math 1323 Lesson 12 Analyzing functions. This lesson will cover analyzing polynomial functions using GeoGebra. Math 1323 Lesson 12 Analyzing functions This lesson will cover analyzing polynomial functions using GeoGebra. Suppose your company embarked on a new marketing campaign and was able to track sales based

More information

Math 1314 ONLINE Lesson 12

Math 1314 ONLINE Lesson 12 Math 1314 ONLINE Lesson 12 This lesson will cover analyzing polynomial functions using GeoGebra. Suppose your company embarked on a new marketing campaign and was able to track sales based on it. The graph

More information

Math Maximum and Minimum Values, I

Math Maximum and Minimum Values, I Math 213 - Maximum and Minimum Values, I Peter A. Perry University of Kentucky October 8, 218 Homework Re-read section 14.7, pp. 959 965; read carefully pp. 965 967 Begin homework on section 14.7, problems

More information

Math 1325 Final Exam Review

Math 1325 Final Exam Review Math 1325 Final Exam Review 1. The following table of values gives a company s annual profits in millions of dollars. Rescale the data so that the year 2003 corresponds to x = 0. Year 2003 2004 2005 2006

More information

3. Find the slope of the tangent line to the curve given by 3x y e x+y = 1 + ln x at (1, 1).

3. Find the slope of the tangent line to the curve given by 3x y e x+y = 1 + ln x at (1, 1). 1. Find the derivative of each of the following: (a) f(x) = 3 2x 1 (b) f(x) = log 4 (x 2 x) 2. Find the slope of the tangent line to f(x) = ln 2 ln x at x = e. 3. Find the slope of the tangent line to

More information

Math 1314 Test 2 Review Lessons 2 8

Math 1314 Test 2 Review Lessons 2 8 Math 1314 Test Review Lessons 8 CASA reservation required. GGB will be provided on the CASA computers. 50 minute exam. 15 multiple choice questions. Do Practice Test for extra practice and extra credit.

More information

Roberto s Notes on Differential Calculus Chapter 8: Graphical analysis Section 1. Extreme points

Roberto s Notes on Differential Calculus Chapter 8: Graphical analysis Section 1. Extreme points Roberto s Notes on Dierential Calculus Chapter 8: Graphical analysis Section 1 Extreme points What you need to know already: How to solve basic algebraic and trigonometric equations. All basic techniques

More information

PROBLEM SET 1 (Solutions) (MACROECONOMICS cl. 15)

PROBLEM SET 1 (Solutions) (MACROECONOMICS cl. 15) PROBLEM SET (Solutions) (MACROECONOMICS cl. 5) Exercise Calculating GDP In an economic system there are two sectors A and B. The sector A: - produces value added or a value o 50; - pays wages or a value

More information

Marginal Propensity to Consume/Save

Marginal Propensity to Consume/Save Marginal Propensity to Consume/Save The marginal propensity to consume is the increase (or decrease) in consumption that an economy experiences when income increases (or decreases). The marginal propensity

More information

Curve Sketching. The process of curve sketching can be performed in the following steps:

Curve Sketching. The process of curve sketching can be performed in the following steps: Curve Sketching So ar you have learned how to ind st and nd derivatives o unctions and use these derivatives to determine where a unction is:. Increasing/decreasing. Relative extrema 3. Concavity 4. Points

More information

MATH 19520/51 Class 5

MATH 19520/51 Class 5 MATH 19520/51 Class 5 Minh-Tam Trinh University of Chicago 2017-10-04 1 Definition of partial derivatives. 2 Geometry of partial derivatives. 3 Higher derivatives. 4 Definition of a partial differential

More information

Math Practice Final - solutions

Math Practice Final - solutions Math 151 - Practice Final - solutions 2 1-2 -1 0 1 2 3 Problem 1 Indicate the following from looking at the graph of f(x) above. All answers are small integers, ±, or DNE for does not exist. a) lim x 1

More information

14.7: Maxima and Minima

14.7: Maxima and Minima 14.7: Maxima and Minima Marius Ionescu October 29, 2012 Marius Ionescu () 14.7: Maxima and Minima October 29, 2012 1 / 13 Local Maximum and Local Minimum Denition Marius Ionescu () 14.7: Maxima and Minima

More information

z = f (x; y) f (x ; y ) f (x; y) f (x; y )

z = f (x; y) f (x ; y ) f (x; y) f (x; y ) BEEM0 Optimization Techiniques for Economists Lecture Week 4 Dieter Balkenborg Departments of Economics University of Exeter Since the fabric of the universe is most perfect, and is the work of a most

More information

Maxima and Minima. Marius Ionescu. November 5, Marius Ionescu () Maxima and Minima November 5, / 7

Maxima and Minima. Marius Ionescu. November 5, Marius Ionescu () Maxima and Minima November 5, / 7 Maxima and Minima Marius Ionescu November 5, 2012 Marius Ionescu () Maxima and Minima November 5, 2012 1 / 7 Second Derivative Test Fact Suppose the second partial derivatives of f are continuous on a

More information

Math 1314 Lesson 19: Numerical Integration

Math 1314 Lesson 19: Numerical Integration Math 1314 Lesson 19: Numerical Integration For more complicated functions, we will use GeoGebra to find the definite integral. These will include functions that involve the exponential function, logarithms,

More information

14.3 Partial Derivatives

14.3 Partial Derivatives 14 14.3 Copyright Cengage Learning. All rights reserved. Copyright Cengage Learning. All rights reserved. On a hot day, extreme humidity makes us think the temperature is higher than it really is, whereas

More information

Algebra II Notes Inverse Functions Unit 1.2. Inverse of a Linear Function. Math Background

Algebra II Notes Inverse Functions Unit 1.2. Inverse of a Linear Function. Math Background Algebra II Notes Inverse Functions Unit 1. Inverse o a Linear Function Math Background Previously, you Perormed operations with linear unctions Identiied the domain and range o linear unctions In this

More information

Math 1314 Test 3 Review Material covered is from Lessons The total weekly cost of manufacturing x cameras is given by the cost function: 3 2

Math 1314 Test 3 Review Material covered is from Lessons The total weekly cost of manufacturing x cameras is given by the cost function: 3 2 Math 1314 Test 3 Review Material covered is from Lessons 9 15 1. The total weekly cost of manufacturing x cameras is given by the cost function: 3 2 C( x) = 0.0001x + 0.4x + 800x + 3, 000. A. Find the

More information

LESSON 25: LAGRANGE MULTIPLIERS OCTOBER 30, 2017

LESSON 25: LAGRANGE MULTIPLIERS OCTOBER 30, 2017 LESSON 5: LAGRANGE MULTIPLIERS OCTOBER 30, 017 Lagrange multipliers is another method of finding minima and maxima of functions of more than one variable. In fact, many of the problems from the last homework

More information

MA202 Calculus III Fall, 2009 Laboratory Exploration 2: Gradients, Directional Derivatives, Stationary Points

MA202 Calculus III Fall, 2009 Laboratory Exploration 2: Gradients, Directional Derivatives, Stationary Points MA0 Calculus III Fall, 009 Laboratory Exploration : Gradients, Directional Derivatives, Stationary Points Introduction: This lab deals with several topics from Chapter. Some of the problems should be done

More information

Math 1314 Test 3 Review Material covered is from Lessons 9 15

Math 1314 Test 3 Review Material covered is from Lessons 9 15 Math 1314 Test 3 Review Material covered is from Lessons 9 15 1. The total weekly cost of manufacturing x cameras is given by the cost function: =.03 +80+3000 and the revenue function is =.02 +600. Use

More information

This exam will be over material covered in class from Monday 14 February through Tuesday 8 March, corresponding to sections in the text.

This exam will be over material covered in class from Monday 14 February through Tuesday 8 March, corresponding to sections in the text. Math 275, section 002 (Ultman) Spring 2011 MIDTERM 2 REVIEW The second midterm will be held in class (1:40 2:30pm) on Friday 11 March. You will be allowed one half of one side of an 8.5 11 sheet of paper

More information

The University of British Columbia Midterm 1 Solutions - February 3, 2012 Mathematics 105, 2011W T2 Sections 204, 205, 206, 211.

The University of British Columbia Midterm 1 Solutions - February 3, 2012 Mathematics 105, 2011W T2 Sections 204, 205, 206, 211. 1. a) Let The University of British Columbia Midterm 1 Solutions - February 3, 2012 Mathematics 105, 2011W T2 Sections 204, 205, 206, 211 fx, y) = x siny). If the value of x, y) changes from 0, π) to 0.1,

More information

Extrema and the First-Derivative Test

Extrema and the First-Derivative Test Extrema and the First-Derivative Test MATH 151 Calculus for Management J. Robert Buchanan Department of Mathematics 2018 Why Maximize or Minimize? In almost all quantitative fields there are objective

More information

Review Example 3: Suppose that we know the revenues of a company each year since This information is given in the table below:

Review Example 3: Suppose that we know the revenues of a company each year since This information is given in the table below: Math 1314 ONLINE Final Exam Review Review Example 1: Suppose 3 g( x) = x x 9x + 18. Find the zeros of the function. Review Example : Find any points where intersect. f ( x) = 1.45x 7.x 1.6 and g( x) =.84x

More information

INTRODUCTORY MATHEMATICAL ANALYSIS

INTRODUCTORY MATHEMATICAL ANALYSIS INTRODUCTORY MATHEMATICAL ANALYSIS For Business, Economics, and the Lie and Social Sciences Chapter 11 Dierentiation 011 Pearson Education, Inc. Chapter 11: Dierentiation Chapter Objectives To compute

More information

MATH 112 Final Exam, Spring Honor Statement

MATH 112 Final Exam, Spring Honor Statement NAME: QUIZ Section: STUDENT ID: MATH 112 Final Exam, Spring 2013 Honor Statement I affirm that my work upholds the highest standards of honesty and academic integrity at the University of Washington, and

More information

x x implies that f x f x.

x x implies that f x f x. Section 3.3 Intervals of Increase and Decrease and Extreme Values Let f be a function whose domain includes an interval I. We say that f is increasing on I if for every two numbers x 1, x 2 in I, x x implies

More information

7.1 Functions of Two or More Variables

7.1 Functions of Two or More Variables Hartfield MATH 2040 Unit 5 Page 1 7.1 Functions of Two or More Variables Definition: A function f of two variables is a rule such that each ordered pair (, y) in the domain of f corresponds to eactly one

More information

Exponential and Logarithmic. Functions CHAPTER The Algebra of Functions; Composite

Exponential and Logarithmic. Functions CHAPTER The Algebra of Functions; Composite CHAPTER 9 Exponential and Logarithmic Functions 9. The Algebra o Functions; Composite Functions 9.2 Inverse Functions 9.3 Exponential Functions 9.4 Exponential Growth and Decay Functions 9.5 Logarithmic

More information

Review Exercises. lim 5 x. lim. x x 9 x. lim. 4 x. sin 2. ln cos. x sin x

Review Exercises. lim 5 x. lim. x x 9 x. lim. 4 x. sin 2. ln cos. x sin x MATHEMATICS 0-0-RE Dierential Calculus Martin Huard Winter 08 Review Eercises. Find the ollowing its. (Do not use l Hôpital s Rul. a) b) 0 6 6 g) j) m) sin 0 9 9 h) k) n) cos 0 sin. Find the ollowing its.

More information

Section 14.8 Maxima & minima of functions of two variables. Learning outcomes. After completing this section, you will inshaallah be able to

Section 14.8 Maxima & minima of functions of two variables. Learning outcomes. After completing this section, you will inshaallah be able to Section 14.8 Maxima & minima of functions of two variables 14.8 1 Learning outcomes After completing this section, you will inshaallah be able to 1. explain what is meant by relative maxima or relative

More information

MATH Midterm 1 Sample 4

MATH Midterm 1 Sample 4 1. (15 marks) (a) (4 marks) Given the function: f(x, y) = arcsin x 2 + y, find its first order partial derivatives at the point (0, 3). Simplify your answers. Solution: Compute the first order partial

More information

Math 120 Final Exam Practice Problems, Form: A

Math 120 Final Exam Practice Problems, Form: A Math 120 Final Exam Practice Problems, Form: A Name: While every attempt was made to be complete in the types of problems given below, we make no guarantees about the completeness of the problems. Specifically,

More information

SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question.

SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. Study Questions for OPMT 5701 Most Questions come from Chapter 17. The Answer Key has a section code for each. Name SHORT ANSWER. Write the word or phrase that best completes each statement or answers

More information

Math 1314 Lesson 13: Analyzing Other Types of Functions

Math 1314 Lesson 13: Analyzing Other Types of Functions Math 1314 Lesson 13: Analyzing Other Types of Functions If the function you need to analyze is something other than a polynomial function, you will have some other types of information to find and some

More information

MATH 236 ELAC FALL 2017 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question.

MATH 236 ELAC FALL 2017 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. MATH 236 ELAC FALL 207 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. ) 27 p 3 27 p 3 ) 2) If 9 t 3 4t 9-2t = 3, find t. 2) Solve the equation.

More information

Calculus 2502A - Advanced Calculus I Fall : Local minima and maxima

Calculus 2502A - Advanced Calculus I Fall : Local minima and maxima Calculus 50A - Advanced Calculus I Fall 014 14.7: Local minima and maxima Martin Frankland November 17, 014 In these notes, we discuss the problem of finding the local minima and maxima of a function.

More information

Math 118, Summer 1999 Calculus for Students of Business and Economics Midterm

Math 118, Summer 1999 Calculus for Students of Business and Economics Midterm Math 118, Summer 1999 Calculus for Students of Business and Economics Midterm Instructions: Try all the problems. Show all your work. Answers given with no indication of how they were obtained may receive

More information

FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 2016 MAT 133Y1Y Calculus and Linear Algebra for Commerce

FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 2016 MAT 133Y1Y Calculus and Linear Algebra for Commerce FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 206 MAT YY Calculus and Linear Algebra for Commerce Duration: Examiners: hours N. Hoell A. Igelfeld D. Reiss L. Shorser J. Tate

More information

Given the table of values, determine the equation

Given the table of values, determine the equation 3.1 Properties of Quadratic Functions Recall: Standard Form f(x) = ax 2 + bx + c Factored Form f(x) = a(x r)(x s) Vertex Form f(x) = a(x h) 2 + k Given the table of values, determine the equation x y 1

More information

Functions. A function is a rule that gives exactly one output number to each input number.

Functions. A function is a rule that gives exactly one output number to each input number. Functions A function is a rule that gives exactly one output number to each input number. Why it is important to us? The set of all input numbers to which the rule applies is called the domain of the function.

More information

4 3A : Increasing and Decreasing Functions and the First Derivative. Increasing and Decreasing. then

4 3A : Increasing and Decreasing Functions and the First Derivative. Increasing and Decreasing. then 4 3A : Increasing and Decreasing Functions and the First Derivative Increasing and Decreasing! If the following conditions both occur! 1. f (x) is a continuous function on the closed interval [ a,b] and

More information

Math for Economics 1 New York University FINAL EXAM, Fall 2013 VERSION A

Math for Economics 1 New York University FINAL EXAM, Fall 2013 VERSION A Math for Economics 1 New York University FINAL EXAM, Fall 2013 VERSION A Name: ID: Circle your instructor and lecture below: Jankowski-001 Jankowski-006 Ramakrishnan-013 Read all of the following information

More information

DEPARTMENT OF MATHEMATICS AND STATISTICS UNIVERSITY OF MASSACHUSETTS. MATH 233 SOME SOLUTIONS TO EXAM 2 Fall 2018

DEPARTMENT OF MATHEMATICS AND STATISTICS UNIVERSITY OF MASSACHUSETTS. MATH 233 SOME SOLUTIONS TO EXAM 2 Fall 2018 DEPARTMENT OF MATHEMATICS AND STATISTICS UNIVERSITY OF MASSACHUSETTS MATH 233 SOME SOLUTIONS TO EXAM 2 Fall 208 Version A refers to the regular exam and Version B to the make-up. Version A. A particle

More information

Suppose that f is continuous on [a, b] and differentiable on (a, b). Then

Suppose that f is continuous on [a, b] and differentiable on (a, b). Then Lectures 1/18 Derivatives and Graphs When we have a picture of the graph of a function f(x), we can make a picture of the derivative f (x) using the slopes of the tangents to the graph of f. In this section

More information

Faculty of Engineering, Mathematics and Science School of Mathematics

Faculty of Engineering, Mathematics and Science School of Mathematics Faculty of Engineering, Mathematics and Science School of Mathematics GROUPS Trinity Term 06 MA3: Advanced Calculus SAMPLE EXAM, Solutions DAY PLACE TIME Prof. Larry Rolen Instructions to Candidates: Attempt

More information

Basic mathematics of economic models. 3. Maximization

Basic mathematics of economic models. 3. Maximization John Riley 1 January 16 Basic mathematics o economic models 3 Maimization 31 Single variable maimization 1 3 Multi variable maimization 6 33 Concave unctions 9 34 Maimization with non-negativity constraints

More information

Bob Brown Math 251 Calculus 1 Chapter 4, Section 1 Completed 1 CCBC Dundalk

Bob Brown Math 251 Calculus 1 Chapter 4, Section 1 Completed 1 CCBC Dundalk Bob Brown Math 251 Calculus 1 Chapter 4, Section 1 Completed 1 Absolute (or Global) Minima and Maxima Def.: Let x = c be a number in the domain of a function f. f has an absolute (or, global ) minimum

More information

Physics 2B Chapter 17 Notes - First Law of Thermo Spring 2018

Physics 2B Chapter 17 Notes - First Law of Thermo Spring 2018 Internal Energy o a Gas Work Done by a Gas Special Processes The First Law o Thermodynamics p Diagrams The First Law o Thermodynamics is all about the energy o a gas: how much energy does the gas possess,

More information

Tutorial Code and TA (circle one): T1 Charles Tsang T2 Stephen Tang

Tutorial Code and TA (circle one): T1 Charles Tsang T2 Stephen Tang Department of Computer & Mathematical Sciences University of Toronto at Scarborough MATA33H3Y: Calculus for Management II Final Examination August, 213 Examiner: A. Chow Surname (print): Given Name(s)

More information

Math 116 Practice for Exam 2

Math 116 Practice for Exam 2 Math 6 Practice for Exam Generated October 6, 5 Name: Instructor: Section Number:. This exam has 5 questions. Note that the problems are not of equal difficulty, so you may want to skip over and return

More information

MAC 2233, Survey of Calculus, Exam 3 Review This exam covers lectures 21 29,

MAC 2233, Survey of Calculus, Exam 3 Review This exam covers lectures 21 29, MAC 2233, Survey of Calculus, Exam 3 Review This exam covers lectures 21 29, This review includes typical exam problems. It is not designed to be comprehensive, but to be representative of topics covered

More information

Math 1314 Lesson 4 Limits

Math 1314 Lesson 4 Limits Math 1314 Lesson 4 Limits What is calculus? Calculus is the study of change, particularly, how things change over time. It gives us a framework for measuring change using some fairly simple models. In

More information

0,0 B 5,0 C 0, 4 3,5. y x. Recitation Worksheet 1A. 1. Plot these points in the xy plane: A

0,0 B 5,0 C 0, 4 3,5. y x. Recitation Worksheet 1A. 1. Plot these points in the xy plane: A Math 13 Recitation Worksheet 1A 1 Plot these points in the y plane: A 0,0 B 5,0 C 0, 4 D 3,5 Without using a calculator, sketch a graph o each o these in the y plane: A y B 3 Consider the unction a Evaluate

More information

Tutorial 3: Optimisation

Tutorial 3: Optimisation Tutorial : Optimisation ECO411F 011 1. Find and classify the extrema of the cubic cost function C = C (Q) = Q 5Q +.. Find and classify the extreme values of the following functions (a) y = x 1 + x x 1x

More information

Tangent Plane. Nobuyuki TOSE. October 02, Nobuyuki TOSE. Tangent Plane

Tangent Plane. Nobuyuki TOSE. October 02, Nobuyuki TOSE. Tangent Plane October 02, 2017 The Equation of a plane Given a plane α passing through P 0 perpendicular to n( 0). For any point P on α, we have n PP 0 = 0 When P 0 has the coordinates (x 0, y 0, z 0 ), P 0 (x, y, z)

More information

MATH Max-min Theory Fall 2016

MATH Max-min Theory Fall 2016 MATH 20550 Max-min Theory Fall 2016 1. Definitions and main theorems Max-min theory starts with a function f of a vector variable x and a subset D of the domain of f. So far when we have worked with functions

More information

( x) f = where P and Q are polynomials.

( x) f = where P and Q are polynomials. 9.8 Graphing Rational Functions Lets begin with a deinition. Deinition: Rational Function A rational unction is a unction o the orm ( ) ( ) ( ) P where P and Q are polynomials. Q An eample o a simple rational

More information

Section 1.2 DOMAIN, RANGE, INTERCEPTS, SYMMETRY, EVEN/ODD

Section 1.2 DOMAIN, RANGE, INTERCEPTS, SYMMETRY, EVEN/ODD Section 1.2 DOMAIN, RANGE, INTERCEPTS, SYMMETRY, EVEN/ODD zeros roots line symmetry point symmetry even function odd function Estimate Function Values A. ADVERTISING The function f (x) = 5x 2 + 50x approximates

More information

The Mean Value Theorem

The Mean Value Theorem Math 31A Discussion Session Week 6 Notes February 9 and 11, 2016 This week we ll discuss some (unsurprising) properties of the derivative, and then try to use some of these properties to solve a real-world

More information

Section 5-1 First Derivatives and Graphs

Section 5-1 First Derivatives and Graphs Name Date Class Section 5-1 First Derivatives and Graphs Goal: To use the first derivative to analyze graphs Theorem 1: Increasing and Decreasing Functions For the interval (a,b), if f '( x ) > 0, then

More information

Math 128 Midterm 2 Spring 2009

Math 128 Midterm 2 Spring 2009 Name: ID: Discussion Section: This exam consists of 16 questions: 14 multiple choice questions worth 5 points each 2 hand-graded questions worth a total of 30 points. INSTRUCTIONS: Read each problem carefully

More information

1) The line has a slope of ) The line passes through (2, 11) and. 6) r(x) = x + 4. From memory match each equation with its graph.

1) The line has a slope of ) The line passes through (2, 11) and. 6) r(x) = x + 4. From memory match each equation with its graph. Review Test 2 Math 1314 Name Write an equation of the line satisfying the given conditions. Write the answer in standard form. 1) The line has a slope of - 2 7 and contains the point (3, 1). Use the point-slope

More information

Math 121 Winter 2010 Review Sheet

Math 121 Winter 2010 Review Sheet Math 121 Winter 2010 Review Sheet March 14, 2010 This review sheet contains a number of problems covering the material that we went over after the third midterm exam. These problems (in conjunction with

More information

1 Objective. 2 Constrained optimization. 2.1 Utility maximization. Dieter Balkenborg Department of Economics

1 Objective. 2 Constrained optimization. 2.1 Utility maximization. Dieter Balkenborg Department of Economics BEE020 { Basic Mathematical Economics Week 2, Lecture Thursday 2.0.0 Constrained optimization Dieter Balkenborg Department of Economics University of Exeter Objective We give the \ rst order conditions"

More information

Optimization. Sherif Khalifa. Sherif Khalifa () Optimization 1 / 50

Optimization. Sherif Khalifa. Sherif Khalifa () Optimization 1 / 50 Sherif Khalifa Sherif Khalifa () Optimization 1 / 50 Y f(x 0 ) Y=f(X) X 0 X Sherif Khalifa () Optimization 2 / 50 Y Y=f(X) f(x 0 ) X 0 X Sherif Khalifa () Optimization 3 / 50 A necessary condition for

More information

Universidad Carlos III de Madrid

Universidad Carlos III de Madrid Universidad Carlos III de Madrid Exercise 3 5 6 Total Points Department de Economics Mathematicas I Final Exam January 0th 07 Exam time: hours. LAST NAME: FIRST NAME: ID: DEGREE: GROUP: () Consider the

More information

Extrema of Functions of Several Variables

Extrema of Functions of Several Variables Extrema of Functions of Several Variables MATH 311, Calculus III J. Robert Buchanan Department of Mathematics Fall 2011 Background (1 of 3) In single-variable calculus there are three important results

More information

3. (1.2.13, 19, 31) Find the given limit. If necessary, state that the limit does not exist.

3. (1.2.13, 19, 31) Find the given limit. If necessary, state that the limit does not exist. Departmental Review for Survey of Calculus Revised Fall 2013 Directions: All work should be shown and all answers should be exact and simplified (unless stated otherwise) to receive full credit on the

More information

COMPOSITE AND INVERSE FUNCTIONS & PIECEWISE FUNCTIONS

COMPOSITE AND INVERSE FUNCTIONS & PIECEWISE FUNCTIONS Functions Modeling Change: A Preparation or Calculus, 4th Edition, 2011, Connally 2.4 COMPOSITE AND INVERSE FUNCTIONS & PIECEWISE FUNCTIONS Functions Modeling Change: A Preparation or Calculus, 4th Edition,

More information

Math 180, Final Exam, Fall 2007 Problem 1 Solution

Math 180, Final Exam, Fall 2007 Problem 1 Solution Problem Solution. Differentiate with respect to x. Write your answers showing the use of the appropriate techniques. Do not simplify. (a) x 27 x 2/3 (b) (x 2 2x + 2)e x (c) ln(x 2 + 4) (a) Use the Power

More information

2015 Math Camp Calculus Exam Solution

2015 Math Camp Calculus Exam Solution 015 Math Camp Calculus Exam Solution Problem 1: x = x x +5 4+5 = 9 = 3 1. lim We also accepted ±3, even though it is not according to the prevailing convention 1. x x 4 x+4 =. lim 4 4+4 = 4 0 = 4 0 = We

More information

MAT 122 Homework 7 Solutions

MAT 122 Homework 7 Solutions MAT 1 Homework 7 Solutions Section 3.3, Problem 4 For the function w = (t + 1) 100, we take the inside function to be z = t + 1 and the outside function to be z 100. The derivative of the inside function

More information

Consistent and Dependent

Consistent and Dependent Graphing a System of Equations System of Equations: Consists of two equations. The solution to the system is an ordered pair that satisfies both equations. There are three methods to solving a system;

More information

Section 3.3 Maximum and Minimum Values

Section 3.3 Maximum and Minimum Values Section 3.3 Maximum and Minimum Values Definition For a function f defined on a set S of real numbers and a number c in S. A) f(c) is called the absolute maximum of f on S if f(c) f(x) for all x in S.

More information

1.2. Functions and Their Properties. Copyright 2011 Pearson, Inc.

1.2. Functions and Their Properties. Copyright 2011 Pearson, Inc. 1.2 Functions and Their Properties Copyright 2011 Pearson, Inc. What you ll learn about Function Definition and Notation Domain and Range Continuity Increasing and Decreasing Functions Boundedness Local

More information

Study Guide - Part 2

Study Guide - Part 2 Math 116 Spring 2015 Study Guide - Part 2 1. Which of the following describes the derivative function f (x) of a quadratic function f(x)? (A) Cubic (B) Quadratic (C) Linear (D) Constant 2. Find the derivative

More information

Math Review and Lessons in Calculus

Math Review and Lessons in Calculus Math Review and Lessons in Calculus Agenda Rules o Eponents Functions Inverses Limits Calculus Rules o Eponents 0 Zero Eponent Rule a * b ab Product Rule * 3 5 a / b a-b Quotient Rule 5 / 3 -a / a Negative

More information

Final Exam Review Packet

Final Exam Review Packet 1 Exam 1 Material Sections A.1, A.2 and A.6 were review material. There will not be specific questions focused on this material but you should know how to: Simplify functions with exponents. Factor quadratics

More information

Final Exam Review Packet

Final Exam Review Packet 1 Exam 1 Material Sections A.1, A.2 and A.6 were review material. There will not be specific questions focused on this material but you should know how to: Simplify functions with exponents. Factor quadratics

More information

Lecture 8: Maxima and Minima

Lecture 8: Maxima and Minima Lecture 8: Maxima and Minima Rafikul Alam Department of Mathematics IIT Guwahati Local extremum of f : R n R Let f : U R n R be continuous, where U is open. Then f has a local maximum at p if there exists

More information

Increasing and Decreasing Functions and the First Derivative Test. Increasing and Decreasing Functions. Video

Increasing and Decreasing Functions and the First Derivative Test. Increasing and Decreasing Functions. Video SECTION and Decreasing Functions and the First Derivative Test 79 Section and Decreasing Functions and the First Derivative Test Determine intervals on which a unction is increasing or decreasing Appl

More information

Fall 2009 Math 113 Final Exam Solutions. f(x) = 1 + ex 1 e x?

Fall 2009 Math 113 Final Exam Solutions. f(x) = 1 + ex 1 e x? . What are the domain and range of the function Fall 9 Math 3 Final Exam Solutions f(x) = + ex e x? Answer: The function is well-defined everywhere except when the denominator is zero, which happens when

More information

Mathematics for Economics ECON MA/MSSc in Economics-2017/2018. Dr. W. M. Semasinghe Senior Lecturer Department of Economics

Mathematics for Economics ECON MA/MSSc in Economics-2017/2018. Dr. W. M. Semasinghe Senior Lecturer Department of Economics Mathematics for Economics ECON 53035 MA/MSSc in Economics-2017/2018 Dr. W. M. Semasinghe Senior Lecturer Department of Economics MATHEMATICS AND STATISTICS LERNING OUTCOMES: By the end of this course unit

More information

Partial Derivatives Formulas. KristaKingMath.com

Partial Derivatives Formulas. KristaKingMath.com Partial Derivatives Formulas KristaKingMath.com Domain and range of a multivariable function A function f of two variables is a rule that assigns to each ordered pair of real numbers (x, y) in a set D

More information

1 Lecture 25: Extreme values

1 Lecture 25: Extreme values 1 Lecture 25: Extreme values 1.1 Outline Absolute maximum and minimum. Existence on closed, bounded intervals. Local extrema, critical points, Fermat s theorem Extreme values on a closed interval Rolle

More information