Lecture 11 - Business and Economics Optimization Problems and Asymptotes

Size: px
Start display at page:

Download "Lecture 11 - Business and Economics Optimization Problems and Asymptotes"

Transcription

1 Lecture 11 - Business and Economics Optimization Problems and Asymptotes 11.1 More Economics Applications Price Elasticity of Demand One way economists measure the responsiveness of consumers to a change in the price of a product is with what is called price elasticity of demand. For example, changing the price on vegetables usually strongly affects the demand while changing the price of milk or water doesn t affect that demand that much. Definition 11.1 If p(x is a differentiable demand function, then the price elasticity of demand is given by η = p(x/x dp/dx where η the lowercase Greek letter eta. For a given price, the demand is said to be elastic if η > 1 and the demand is said to be inelastic if η < 1. The demand is unit elasticity if η = 1. The Price Elasticity of Demand η measures the ratio of the percentage change of demand of a product to the percentage change of price of the product. If demand is elastic ( η > 1, the percentage increase in demand is greater than the percentage increase in price, and hence the demand is sensitive to changes in price. Likewise if demand is inelastic( η < 1, the percentage increase in demand is less than the percentage increase in price, and hence the demand is insensitive to changes in price. When elasticity is equal to 1, the percentage changes are roughly equal. For example, rough values of elasticity for some common commodities are: Tomatoes η = 4.60 Automobiles η = 1.35 Housing η = 1.00 Mail η = 0.05 Examples: 1. Let the demand function for a product be modelled by p(x = x. Find the price elasticity of demand when x = 36 and x = 400.

2 solution: Here dp = 3 dx 4. So for x = 36: x Thus Here η > 1 so the demand is elastic. For x = 400: Thus Here η < 1 so the demand is inelastic. p(36 = = 12 p (36 = = 1 8 η = 12/36 1/8 = 8 3 p(400 = = 9 p (400 = = 3 80 η = 9/400 3/80 = Suppose the demand function for ice cream bars is given by p(x = 8 2x. For what values of x do ice cream bars have unit elasticity? solution: Mmm, ice cream bars. At any rate, the formula for η is η = p(x/x dp/dx (8 2x/x = 2 = 4 x + 1 We want the values of x for which η = 1. η = 1 4 x + 1 = 1 4 x + 1 = ±1 If 4 x + 1 = 1 then 4 x = 0 which is impossible. If 4 x + 1 = 1 then 4 x = 2 x = 2. Thus x = 2 gives us unit elasticity.

3 Average Cost Due to the nature of cost functions, the minimum cost usually corresponds to making 0 units. This isn t very useful information, as it is obvious that if we make no units we will spend the least money. More informative would be to find the production level that minimizes the cost per unit, or average cost: Example: C(x = C(x x Suppose that our cost function is C(x = x x 2. Find the production level that minimizes the average cost. solution: In this case the averave cost is We find the critical points: C(x = C(x x = 800 x x C (x = 800 x = 0 x2 = = 4,000,000 Since we are again only considering x in (0,, we have one critical point, x = Now, C (x = 1600 x 3 C (2000 = > 0 3 so x = 2000 is a local minimum, and that together with the fact that it is the only critical point in the domain (0, gives us that it is an absolute minimum. The minumum average cost is C(2000 = (2000 = $ Example: (Old Midterm Question A pumpkin patch can sell 100 pumpkins per week at a price of $3 each. The pumpkin farmer estimates that for each $0.10 reduction in price, she can sell 5 more pumpkins per week. (a Assuming the demand function is linear, find the demand function and the total revenue as a function of the number of pumpkins sold. (b How many pumpkins does she sell when revenue is maximized? (c What price per pumpkin maximizes the revenue?

4 (d Explain why your answer is an absolute maximum. solution: (a We are assuming the demand function p(x = mx + b. To find m we use the formula m = p x = So p(x = 1 x + b. To find b we plug in a point 50 = = 1 50 (100 + b b = 5 So p(x = 1 1 x + 5, and thus R(x = xp(x = x2 + 5x. (b We want to maximize R(x. The domain of R(x is [0,. We find the critical points of R: R (x = 1 25 x + 5 = 0 x = 125 So x = 125 is our only critical point. R (125 = 1 < 0, so x = 125 is a local 25 maximum. This together with the fact that it is the only critical point in [0, implies that it is an absolute maximum. (c We plug in x = 125 p(25 = 1 50 ( = = 2.5 So setting the price to be $2.50 maximizes revenue. (d It is explained in (b above. The point x = 125 is a local maximum, and this together with the fact that it is the only critical point in [0, implies that it is an absolute maximum.

5 11.2 Asymptotes The function f(x = 3 x 2 has a graph that looks like this Here we say that x = 2 is a vertical asymptote for the graph of f. Notice that f(x = x 2 + This leads to the following definition. f(x = x 2 Definition 11.2 If f(x approaches or as x approaches some fixed c from the right or left, then the line x = c is said to be a vertical asymptote of the graph of f. If f is a rational function, ie f(x = g(x h(x then c is a vertical asymptote for f if h(x = 0 and g(x 0. Examples: 1. Suppose that f is defined as f(x = x + 4 x 2 4x = x + 4 x(x 4 Then the denominator is 0 when x = 0 or x = 4. Neither of these make the numerator 0, so both x = 0 and x = 4 are vertical asymptotes. To find out the behaviour of f

6 near the asymptotes we compute the one-sided its: f(x x 0 = x + 4 x 0 x(x 4 = + f(x x 0 + = = f(x x 4 = x + 4 x 4 x(x 4 = f(x x 4 + = = + x + 4 x 0 + x(x 4 x + 4 x 4 + x(x 4 ( + ( ( ( + (+( ( + (+( ( + (+(+ We summarize this with the following graph 2. Suppose that f is defined as f(x = x2 + 2x 8 x 2 4 = (x 2(x + 4 (x 2(x + 2 In this case we have a vertical asymptote at x = 2 but not at x = 2. Note that f is still not defined at the point x = 2 even though the (x 2 term cancels out. When

7 x 2, we can cancel (x 2(x + 4 f(x = (x 2(x + 2 = x + 4 x + 2 x 2 = x x + 2 x 2 = x + 2 x 2 So we see that everywhere except x = 2, f looks like At x = 2, f has a hole. x+2 Notice that the last function appears to approach a value as x goes to. This leads to the following definition. Definition 11.3 If f is a function and L is a real number, the statements f(x = L or f(x = L x denote its at. In either of these cases, the line y = L is called a horizontal asymptote for f. Examples: 1. For any r > 0, 2. In the last example with the graph above, f(x = x2 + 2x 8 x x r = 0 = x + 2 for x 2

8 2 If we take the it as x approaches, the term gets smaller and smaller, and so x+2 ( = 1 x + 2 So the function has a horizontal asymptote at y = 1. A common situation is finding horizontal asymptotes for rational functions p(x. There are q(x a few simple rules that will let you easily see what asymptotes such functions have. 3. Find the horizontal asymptotes of f(x = 2x+1 4x solution: To evaluate this it, we multiply the top and bottom by the reciprocal of the largest power of x involved (in this case, that will be 1 x 2 : ( ( 2x + 1 2x x = x 2 4x = + 1 x x x 2 = = 0 So f(x has a horizontal asymptote at y = Find the horizontal asymptotes of g(x = 2x2 +1 4x 2 +5 solution: We can use the same trick as before: 2x x = ( 2x x = x x 2 = = 1 2 So g(x has a horizontal asymptote at y = 1 2. x 2 ( 1 x 2 1 x 2 The last couple examples can be summarized as follows: suppose f(x = p(x, where p and q(x q are both polynomials. Then If the degree of p is less than the degree of q, then f has a horizontal asymptote at y = 0.

9 If the degree of p is equal to the degree of q, then f has a horizontal asymptote at y = L where L is the ratio of the leading coefficient of p to the leading coefficient of q. If the degree of p is greater than the degree of q, then the function has no horizontal asymptotes. Example: (Real life example of asymptotic behaviour A small business invests $5000 in a new product. In addition to the initial investment, the product costs $0.50 per unit to produce. Find the average cost per unit a if 1000 units are produced, b if units are produced, c as the number of units produced goes to infinity. solution: We can just read the formula off and evaluate at 1000 and to get a and b To get c we evaluate C(x as x : C(x = x 2 C(x = 5000 x C(1000 = = $5.50 C(10000 = = $1 C(x = = $0.50 This makes sense; as you make more and more units the cost due to the initial investment becomes less and less significant.

1. f(x) = x2 + x 12 x 2 4 Let s run through the steps.

1. f(x) = x2 + x 12 x 2 4 Let s run through the steps. Math 121 (Lesieutre); 4.3; September 6, 2017 The steps for graphing a rational function: 1. Factor the numerator and denominator, and write the function in lowest terms. 2. Set the numerator equal to zero

More information

Section 3.1 Relative extrema and intervals of increase and decrease.

Section 3.1 Relative extrema and intervals of increase and decrease. Section 3.1 Relative extrema and intervals of increase and decrease. 4 3 Problem 1: Consider the function: f ( x) x 8x 400 Obtain the graph of this function on your graphing calculator using [-10, 10]

More information

Simplifying and Graphing Rational Functions

Simplifying and Graphing Rational Functions Algebra 2/Trig Unit 5 Notes Packet Name: Period: # Simplifying and Graphing Rational Functions 1. Pg 543 #11-19 odd and Pg 550 #11-19 odd 2. Pg 543 #12-18 even and Pg 550 #12-18 even 3. Worksheet 4. Worksheet

More information

Math 234 Spring 2013 Exam 1 Version 1 Solutions

Math 234 Spring 2013 Exam 1 Version 1 Solutions Math 234 Spring 203 Exam Version Solutions Monday, February, 203 () Find (a) lim(x 2 3x 4)/(x 2 6) x 4 (b) lim x 3 5x 2 + 4 x (c) lim x + (x2 3x + 2)/(4 3x 2 ) (a) Observe first that if we simply plug

More information

Solutions for Rational Functions

Solutions for Rational Functions Solutions for Rational Functions I. Souldatos Problems Problem 1. 1.1. Let f(x) = x4 9 x 3 8. Find the domain of f(x). Set the denominator equal to 0: x 3 8 = 0 x 3 = 8 x = 3 8 = 2 So, the domain is all

More information

Vertical Asymptotes. We generally see vertical asymptotes in the graph of a function when we divide by zero. For example, in the function

Vertical Asymptotes. We generally see vertical asymptotes in the graph of a function when we divide by zero. For example, in the function MA 223 Lecture 26 - Behavior Around Vertical Asymptotes Monday, April 9, 208 Objectives: Explore middle behavior around vertical asymptotes. Vertical Asymptotes We generally see vertical asymptotes in

More information

Introduction to Functions Section 2.1

Introduction to Functions Section 2.1 Introduction to Functions Section 2.1 Notation Evaluation Solving Unit of measurement 1 Introductory Example: Fill the gas tank Your gas tank holds 12 gallons, but right now you re running on empty. As

More information

1.1 Forms for fractions px + q An expression of the form (x + r) (x + s) quadratic expression which factorises) may be written as

1.1 Forms for fractions px + q An expression of the form (x + r) (x + s) quadratic expression which factorises) may be written as 1 Partial Fractions x 2 + 1 ny rational expression e.g. x (x 2 1) or x 4 x may be written () (x 3) as a sum of simpler fractions. This has uses in many areas e.g. integration or Laplace Transforms. The

More information

Final Examination Re - Calculus I 21 December 2015

Final Examination Re - Calculus I 21 December 2015 . (5 points) Given the graph of f below, determine each of the following. Use, or does not exist where appropriate. y (a) (b) x 3 x 2 + (c) x 2 (d) x 2 (e) f(2) = (f) x (g) x (h) f (3) = 3 2 6 5 4 3 2

More information

Percentage Change and Elasticity

Percentage Change and Elasticity ucsc supplementary notes math 105a Percentage Change and Elasticity 1. Relative and percentage rates of change The derivative of a differentiable function y = fx) describes how the function changes. The

More information

Fact: The graph of a rational function p(x)/q(x) (in reduced terms) will be have no jumps except at the zeros of q(x), where it shoots off to ±.

Fact: The graph of a rational function p(x)/q(x) (in reduced terms) will be have no jumps except at the zeros of q(x), where it shoots off to ±. Rational functions Some of these are not polynomials. 5 1/x 4x 5 + 4x 2 x+1 x 1 (x + 3)(x + 2)() Nonetheless these non-polynomial functions are built out of polynomials. Maybe we can understand them in

More information

Mock Midterm 2B. t 1 + (t 4)(t + 1) = 5 = 5. 0 = lim. t 4 + (t 4)(t + 1) = 80

Mock Midterm 2B. t 1 + (t 4)(t + 1) = 5 = 5. 0 = lim. t 4 + (t 4)(t + 1) = 80 Mock Midterm B Note: The problems on this mock midterm have not necessarily been selected to allow them to be easy to work without a calculator. The problems on the real midterm will not require the use

More information

( ) 4 ( )! x f) h(x) = 2cos x + 1

( ) 4 ( )! x f) h(x) = 2cos x + 1 Chapter Prerequisite Skills BLM -.. Identifying Types of Functions. Identify the type of function (polynomial, rational, logarithmic, etc.) represented by each of the following. Justify your response.

More information

Assignment 3.3, 3.4, 3.5. Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

Assignment 3.3, 3.4, 3.5. Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Assignment 3.3, 3.4, 3.5 Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Use Descartes' Rule of Signs to determine the possible number of positive

More information

Mathematical Analysis II- Group Project

Mathematical Analysis II- Group Project Mathematical Analysis II- Group Project Student #1: Last Name First Name Student #2: Last Name First Name Functions used for the project: Price Function: Problem 1 Cost Function: Revenue Function: Problem

More information

Calculus for Business Economics Life Sciences and Social Sciences 13th Edition Barnett SOLUTIONS MANUAL Full download at:

Calculus for Business Economics Life Sciences and Social Sciences 13th Edition Barnett SOLUTIONS MANUAL Full download at: Calculus for Business Economics Life Sciences and Social Sciences 1th Edition Barnett TEST BANK Full download at: https://testbankreal.com/download/calculus-for-business-economics-life-sciencesand-social-sciences-1th-edition-barnett-test-bank/

More information

1 Economical Applications

1 Economical Applications WEEK 4 Reading [SB], 3.6, pp. 58-69 1 Economical Applications 1.1 Production Function A production function y f(q) assigns to amount q of input the corresponding output y. Usually f is - increasing, that

More information

Additional Review Exam 1 MATH 2053 Please note not all questions will be taken off of this. Study homework and in class notes as well!

Additional Review Exam 1 MATH 2053 Please note not all questions will be taken off of this. Study homework and in class notes as well! Additional Review Exam 1 MATH 2053 Please note not all questions will be taken off of this. Study homework and in class notes as well! x 2 1 1. Calculate lim x 1 x + 1. (a) 2 (b) 1 (c) (d) 2 (e) the limit

More information

3.1 Solutions to Exercises

3.1 Solutions to Exercises .1 Solutions to Exercises 1. (a) f(x) will approach + as x approaches. (b) f(x) will still approach + as x approaches -, because any negative integer x will become positive if it is raised to an even exponent,

More information

MATH 142 Business Mathematics II

MATH 142 Business Mathematics II MATH 142 Business Mathematics II Summer, 2016, WEEK 2 JoungDong Kim Week 2: 4.1, 4.2, 4.3, 4.4, 4.5 Chapter 4 Rules for the Derivative Section 4.1 Derivatives of Powers, Exponents, and Sums Differentiation

More information

3.1 Solutions to Exercises

3.1 Solutions to Exercises .1 Solutions to Exercises 1. (a) f(x) will approach + as x approaches. (b) f(x) will still approach + as x approaches -, because any negative integer x will become positive if it is raised to an even exponent,

More information

Chapter 4 Partial Fractions

Chapter 4 Partial Fractions Chapter 4 8 Partial Fraction Chapter 4 Partial Fractions 4. Introduction: A fraction is a symbol indicating the division of integers. For example,, are fractions and are called Common 9 Fraction. The dividend

More information

Stats for Exam 1. Letter Score Range Frequency A 90 to B 80 to 89 3 C 70 to 79 4 D 60 to 69 4 F 59 and below 8

Stats for Exam 1. Letter Score Range Frequency A 90 to B 80 to 89 3 C 70 to 79 4 D 60 to 69 4 F 59 and below 8 Stats for Exam 1 Letter Score Range Frequency A 90 to 100 14 B 80 to 89 3 C 70 to 79 4 D 60 to 69 4 F 59 and below 8 High Score 100 two of them 75th percentile 94 Median 81 25th percentile 60 Low Score

More information

BARUCH COLLEGE MATH 2003 SPRING 2006 MANUAL FOR THE UNIFORM FINAL EXAMINATION

BARUCH COLLEGE MATH 2003 SPRING 2006 MANUAL FOR THE UNIFORM FINAL EXAMINATION BARUCH COLLEGE MATH 003 SPRING 006 MANUAL FOR THE UNIFORM FINAL EXAMINATION The final examination for Math 003 will consist of two parts. Part I: Part II: This part will consist of 5 questions similar

More information

Final Exam Sample Problems

Final Exam Sample Problems MATH 00 Sec. Final Exam Sample Problems Please READ this! We will have the final exam on Monday, May rd from 0:0 a.m. to 2:0 p.m.. Here are sample problems for the new materials and the problems from the

More information

Partial Fractions. A rational function is a fraction in which both the numerator and denominator are polynomials. For example, f ( x) = 4, g( x) =

Partial Fractions. A rational function is a fraction in which both the numerator and denominator are polynomials. For example, f ( x) = 4, g( x) = Partial Fractions A rational function is a fraction in which both the numerator and denominator are polynomials. For example, f ( x) = 4, g( x) = 3 x 2 x + 5, and h( x) = x + 26 x 2 are rational functions.

More information

PRINTABLE VERSION. Practice Final Exam

PRINTABLE VERSION. Practice Final Exam Page 1 of 25 PRINTABLE VERSION Practice Final Exam Question 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

More information

not to be republished NCERT Chapter 2 Consumer Behaviour 2.1 THE CONSUMER S BUDGET

not to be republished NCERT Chapter 2 Consumer Behaviour 2.1 THE CONSUMER S BUDGET Chapter 2 Theory y of Consumer Behaviour In this chapter, we will study the behaviour of an individual consumer in a market for final goods. The consumer has to decide on how much of each of the different

More information

Study Guide - Part 1

Study Guide - Part 1 Math 116 Spring 2015 Study Guide - Part 1 1. Find the slope of a line that goes through the points (1, 5) and ( 3, 13). The slope is (A) Less than -1 (B) Between -1 and 1 (C) Between 1 and 3 (D) More than

More information

x f(x) D.N.E

x f(x) D.N.E Limits Consider the function f(x) x2 x. This function is not defined for x, but if we examine the value of f for numbers close to, we can observe something interesting: x 0 0.5 0.9 0.999.00..5 2 f(x).5.9.999

More information

4.1 Exponential Functions. Copyright Cengage Learning. All rights reserved.

4.1 Exponential Functions. Copyright Cengage Learning. All rights reserved. 4.1 Exponential Functions Copyright Cengage Learning. All rights reserved. Objectives Exponential Functions Graphs of Exponential Functions Compound Interest 2 Exponential Functions Here, we study a new

More information

2) Endpoints of a diameter (-1, 6), (9, -2) A) (x - 2)2 + (y - 4)2 = 41 B) (x - 4)2 + (y - 2)2 = 41 C) (x - 4)2 + y2 = 16 D) x2 + (y - 2)2 = 25

2) Endpoints of a diameter (-1, 6), (9, -2) A) (x - 2)2 + (y - 4)2 = 41 B) (x - 4)2 + (y - 2)2 = 41 C) (x - 4)2 + y2 = 16 D) x2 + (y - 2)2 = 25 Math 101 Final Exam Review Revised FA17 (through section 5.6) The following problems are provided for additional practice in preparation for the Final Exam. You should not, however, rely solely upon these

More information

Topic #1: Evaluating and Simplifying Algebraic Expressions

Topic #1: Evaluating and Simplifying Algebraic Expressions John Jay College of Criminal Justice The City University of New York Department of Mathematics and Computer Science MAT 105 - College Algebra Departmental Final Examination Review Topic #1: Evaluating

More information

Chapter 3.4 Notes-Marginal Analysis and Economics. (1) Cost Functions

Chapter 3.4 Notes-Marginal Analysis and Economics. (1) Cost Functions Chapter 3.4 Notes-Marginal Analysis and Economics (1) Cost Functions (2) Revenue Functions (3) Profit Functions (4) Elasticity of Demand Marginal analysis is the study of the rate of change of economic

More information

x-intercepts, asymptotes, and end behavior together

x-intercepts, asymptotes, and end behavior together MA 2231 Lecture 27 - Sketching Rational Function Graphs Wednesday, April 11, 2018 Objectives: Explore middle behavior around x-intercepts, and the general shapes for rational functions. x-intercepts, asymptotes,

More information

7.1 Simplifying Rational Expressions

7.1 Simplifying Rational Expressions 7.1 Simplifying Rational Expressions LEARNING OBJECTIVES 1. Determine the restrictions to the domain of a rational expression. 2. Simplify rational expressions. 3. Simplify expressions with opposite binomial

More information

Logarithmic and Exponential Functions

Logarithmic and Exponential Functions Asymptotes and Intercepts Logarithmic and exponential functions have asymptotes and intercepts. Consider the functions f(x) = log ax and f(x) = lnx. Both have an x-intercept at (1, 0) and a vertical asymptote

More information

Worksheet A ALGEBRA PMT

Worksheet A ALGEBRA PMT Worksheet A 1 Find the quotient obtained in dividing a (x 3 + 2x 2 x 2) by (x + 1) b (x 3 + 2x 2 9x + 2) by (x 2) c (20 + x + 3x 2 + x 3 ) by (x + 4) d (2x 3 x 2 4x + 3) by (x 1) e (6x 3 19x 2 73x + 90)

More information

EXAM #2 Review. Spring Name: MATH 142, Drost Section # Seat #

EXAM #2 Review. Spring Name: MATH 142, Drost Section # Seat # Spring 2010 1 EXAM #2 Review Name: MATH 142, Drost Section # Seat # 1. Katy s Kitchen has a total cost function of C(x) = x + 25 to make x jars of jam, and C(x) is measured in dollars. The revenue in dollars,

More information

Chapter 8 To Infinity and Beyond: LIMITS

Chapter 8 To Infinity and Beyond: LIMITS ANSWERS Mathematics 4 (Mathematical Analysis) page 1 Chapter 8 To Infinity and Beyond: LIMITS LM-. LM-3. f) If the procedures are followed accurately, all the last acute angles should be very close to

More information

MATH20330: Optimization for Economics Homework 1: Solutions

MATH20330: Optimization for Economics Homework 1: Solutions MATH0330: Optimization for Economics Homework 1: Solutions 1. Sketch the graphs of the following linear and quadratic functions: f(x) = 4x 3, g(x) = 4 3x h(x) = x 6x + 8, R(q) = 400 + 30q q. y = f(x) is

More information

Lab 10: Optimizing Revenue and Profits (Including Elasticity of Demand)

Lab 10: Optimizing Revenue and Profits (Including Elasticity of Demand) Lab 10: Optimizing Revenue and Profits (Including Elasticity of Demand) There's no doubt that the "bottom line" is the maximization of profit, at least to the CEO and shareholders. However, the sales director

More information

Discrete Random Variables

Discrete Random Variables Discrete Random Variables In this chapter, we introduce a new concept that of a random variable or RV. A random variable is a model to help us describe the state of the world around us. Roughly, a RV can

More information

Go for the Curve! Comparing Linear and Exponential Functions. Lesson 5.1 Assignment

Go for the Curve! Comparing Linear and Exponential Functions. Lesson 5.1 Assignment Lesson.1 Assignment Name Date Go for the Curve! Comparing Linear and Exponential Functions 1. Chanise just received a $200 bonus check from her employer. She is going to put it into an account that will

More information

MA 162: Finite Mathematics - Chapter 1

MA 162: Finite Mathematics - Chapter 1 MA 162: Finite Mathematics - Chapter 1 Fall 2014 Ray Kremer University of Kentucky Linear Equations Linear equations are usually represented in one of three ways: 1 Slope-intercept form: y = mx + b 2 Point-Slope

More information

rise m x run The slope is a ratio of how y changes as x changes: Lines and Linear Modeling POINT-SLOPE form: y y1 m( x

rise m x run The slope is a ratio of how y changes as x changes: Lines and Linear Modeling POINT-SLOPE form: y y1 m( x Chapter 1 Notes 1 (c) Epstein, 013 Chapter 1 Notes (c) Epstein, 013 Chapter1: Lines and Linear Modeling POINT-SLOPE form: y y1 m( x x1) 1.1 The Cartesian Coordinate System A properly laeled set of axes

More information

Name: Math 10250, Final Exam - Version A May 8, 2007

Name: Math 10250, Final Exam - Version A May 8, 2007 Math 050, Final Exam - Version A May 8, 007 Be sure that you have all 6 pages of the test. Calculators are allowed for this examination. The exam lasts for two hours. The Honor Code is in effect for this

More information

THE USE OF A CALCULATOR, CELL PHONE, OR ANY OTHER ELECTRONIC DEVICE IS NOT PERMITTED DURING THIS EXAMINATION.

THE USE OF A CALCULATOR, CELL PHONE, OR ANY OTHER ELECTRONIC DEVICE IS NOT PERMITTED DURING THIS EXAMINATION. MATH 110 FINAL EXAM **Test** December 14, 2009 TEST VERSION A NAME STUDENT NUMBER INSTRUCTOR SECTION NUMBER This examination will be machine processed by the University Testing Service. Use only a number

More information

QUADRATIC. Parent Graph: How to Tell it's a Quadratic: Helpful Hints for Calculator Usage: Domain of Parent Graph:, Range of Parent Graph: 0,

QUADRATIC. Parent Graph: How to Tell it's a Quadratic: Helpful Hints for Calculator Usage: Domain of Parent Graph:, Range of Parent Graph: 0, Parent Graph: How to Tell it's a Quadratic: If the equation's largest exponent is 2 If the graph is a parabola ("U"-Shaped) Opening up or down. QUADRATIC f x = x 2 Domain of Parent Graph:, Range of Parent

More information

Math 103 Sample Final

Math 103 Sample Final Math 103 Sample Final October 1, 007 These problems are a sample of the kinds of problems that may appear on the final exam. Some answers are included to indicate what is expected. Problems that require

More information

Math 1314 Week 6 Session Notes

Math 1314 Week 6 Session Notes Math 1314 Week 6 Session Notes A few remaining examples from Lesson 7: 0.15 Example 17: The model Nt ( ) = 34.4(1 +.315 t) gives the number of people in the US who are between the ages of 45 and 55. Note,

More information

Lecture 2: Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and

Lecture 2: Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Lecture 2: Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Constrained Optimization The marginal or derivative function and optimization-basic principles The average function

More information

Exam Review. Exam Review

Exam Review. Exam Review Chain Rule Chain Rule d dx g(f (x)) = g (f (x))f (x) Chain Rule d dx g(f (x)) = g (f (x))f (x) Write all roots as powers Chain Rule d dx g(f (x)) = g (f (x))f (x) Write all roots as powers ( d dx ) 1 2

More information

WEEK 1 REVIEW Lines and Linear Models. A VERTICAL line has NO SLOPE. All other lines have change in y rise y2-

WEEK 1 REVIEW Lines and Linear Models. A VERTICAL line has NO SLOPE. All other lines have change in y rise y2- WEEK 1 REVIEW Lines and Linear Models SLOPE A VERTICAL line has NO SLOPE. All other lines have change in y rise y- y1 slope = m = = = change in x run x - x 1 Find the slope of the line passing through

More information

Final Exam Review. b) lim. 3. Find the limit, if it exists. If the limit is infinite, indicate whether it is + or. [Sec. 2.

Final Exam Review. b) lim. 3. Find the limit, if it exists. If the limit is infinite, indicate whether it is + or. [Sec. 2. Final Exam Review Math 42G 2x, x >. Graph f(x) = { 8 x, x Find the following limits. a) lim x f(x). Label at least four points. [Sec. 2.4, 2.] b) lim f(x) x + c) lim f(x) = Exist/DNE (Circle one) x 2,

More information

1. You are given two pairs of coordinates that have a linear relationship. The two pairs of coordinates are (x, y) = (30, 70) and (20, 50).

1. You are given two pairs of coordinates that have a linear relationship. The two pairs of coordinates are (x, y) = (30, 70) and (20, 50). Economics 102 Fall 2017 Answers to Homework #1 Due 9/26/2017 Directions: The homework will be collected in a box before the lecture. Please place your name, TA name and section number on top of the homework

More information

Economics and Such LRT 02/19/2018

Economics and Such LRT 02/19/2018 Economics and Such LRT 02/19/2018 1 / 14 Marginal as used in economics Marginal is a word used in economics as a synonym for instantaneous rate of change. Because marginal means some sort of derivative

More information

Best Reply Behavior. Michael Peters. December 27, 2013

Best Reply Behavior. Michael Peters. December 27, 2013 Best Reply Behavior Michael Peters December 27, 2013 1 Introduction So far, we have concentrated on individual optimization. This unified way of thinking about individual behavior makes it possible to

More information

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. C) y = - 39x - 80 D) y = x + 8 5

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. C) y = - 39x - 80 D) y = x + 8 5 Assn 3.4-3.7 Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Find the equation of the tangent line to the curve when x has the given value. 1)

More information

b. Find an expression for the machine s book value in the t-th year of use (0 < t < 15).

b. Find an expression for the machine s book value in the t-th year of use (0 < t < 15). Section 1.5: Linear Models An asset is an item owned that has value. Linear Depreciation refers to the amount of decrease in the book value of an asset. The purchase price, also known as original cost,

More information

Statistics 511 Additional Materials

Statistics 511 Additional Materials Discrete Random Variables In this section, we introduce the concept of a random variable or RV. A random variable is a model to help us describe the state of the world around us. Roughly, a RV can be thought

More information

Chapter 6: Supply and Demand with Income in the Form of Endowments

Chapter 6: Supply and Demand with Income in the Form of Endowments Chapter 6: Supply and Demand with Income in the Form of Endowments 6.1: Introduction This chapter and the next contain almost identical analyses concerning the supply and demand implied by different kinds

More information

: Chain Rule, Rules for Exponential and Logarithmic Functions, and Elasticity

: Chain Rule, Rules for Exponential and Logarithmic Functions, and Elasticity 4.3-4.5: Chain Rule, Rules for Exponential and Logarithmic Functions, and Elasticity The Chain Rule: Given y = f(g(x)). If the derivatives g (x) and f (g(x)) both exist, then y exists and (f(g(x))) = f

More information

Economics 101 Section 5

Economics 101 Section 5 Economics 101 Section 5 Lecture #10 February 17, 2004 The Budget Constraint Marginal Utility Consumer Choice Indifference Curves Overview of Chapter 5 Consumer Choice Consumer utility and marginal utility

More information

Math 1090 Final Exam Fall 2012

Math 1090 Final Exam Fall 2012 Math 1090 Final Exam Fall 2012 Name Instructor: Student ID Number: Instructions: Show all work, as partial credit will be given where appropriate. If no work is shown, there may be no credit given. All

More information

Exam 2 Review (Sections Covered: and )

Exam 2 Review (Sections Covered: and ) Exam 2 Review (Sections Covered: 4.1-4.5 and 5.1-5.6) 1. Find the derivative of the following. (a) f(x) = 1 2 x6 3x 4 + 6e x (b) A(s) = s 1/2 ln s ln(13) (c) f(x) = 5e x 8 ln x 2. Given below is the price-demand

More information

Algebra 2 Final Exam

Algebra 2 Final Exam Algebra 2 Final Exam Name: Read the directions below. You may lose points if you do not follow these instructions. The exam consists of 30 Multiple Choice questions worth 1 point each and 5 Short Answer

More information

SA2 Unit 4 Investigating Exponentials in Context Classwork A. Double Your Money. 2. Let x be the number of assignments completed. Complete the table.

SA2 Unit 4 Investigating Exponentials in Context Classwork A. Double Your Money. 2. Let x be the number of assignments completed. Complete the table. Double Your Money Your math teacher believes that doing assignments consistently will improve your understanding and success in mathematics. At the beginning of the year, your parents tried to encourage

More information

Mathematics for Business and Economics - Fall 2015

Mathematics for Business and Economics - Fall 2015 NAME: Mathematics for Business and Economics - Fall 2015 Final Exam, December 14, 2015 In all non-multiple choice problems you are required to show all your work and provide the necessary explanations

More information

Symmetric Game. In animal behaviour a typical realization involves two parents balancing their individual investment in the common

Symmetric Game. In animal behaviour a typical realization involves two parents balancing their individual investment in the common Symmetric Game Consider the following -person game. Each player has a strategy which is a number x (0 x 1), thought of as the player s contribution to the common good. The net payoff to a player playing

More information

Characterization of the Optimum

Characterization of the Optimum ECO 317 Economics of Uncertainty Fall Term 2009 Notes for lectures 5. Portfolio Allocation with One Riskless, One Risky Asset Characterization of the Optimum Consider a risk-averse, expected-utility-maximizing

More information

Decomposing Rational Expressions Into Partial Fractions

Decomposing Rational Expressions Into Partial Fractions Decomposing Rational Expressions Into Partial Fractions Say we are ked to add x to 4. The first step would be to write the two fractions in equivalent forms with the same denominators. Thus we write: x

More information

Homework on Rational Functions - Solutions

Homework on Rational Functions - Solutions Homework on Rational Functions - Solutions Fall, 2 Philippe B. Laval Name 1. For each function below, do the following: find the domain find the intercepts find the asymptotes find the end behavior sketch

More information

Theory of Consumer Behavior First, we need to define the agents' goals and limitations (if any) in their ability to achieve those goals.

Theory of Consumer Behavior First, we need to define the agents' goals and limitations (if any) in their ability to achieve those goals. Theory of Consumer Behavior First, we need to define the agents' goals and limitations (if any) in their ability to achieve those goals. We will deal with a particular set of assumptions, but we can modify

More information

Appendix G: Business and Economics Applications

Appendix G: Business and Economics Applications Appendi G Business and Economics Applications G1 Appendi G: Business and Economics Applications Understand basic business terms and formulas; determine marginal revenues; costs, and profits; find demand

More information

Unit 3: Writing Equations Chapter Review

Unit 3: Writing Equations Chapter Review Unit 3: Writing Equations Chapter Review Part 1: Writing Equations in Slope Intercept Form. (Lesson 1) 1. Write an equation that represents the line on the graph. 2. Write an equation that has a slope

More information

Econ 301 Summer 2003 Asinski

Econ 301 Summer 2003 Asinski Econ 301 Summer 2003 Asinski roblem Set 1 Suggested solutions 1. roblem 4. S (after freeze) a S (before freeze) * b * Initial equilibrium in the market for frozen juice id determined by intersection of

More information

4.1 Exponential Functions. For Formula 1, the value of n is based on the frequency of compounding. Common frequencies include:

4.1 Exponential Functions. For Formula 1, the value of n is based on the frequency of compounding. Common frequencies include: 4.1 Exponential Functions Hartfield MATH 2040 Unit 4 Page 1 Recall from algebra the formulas for Compound Interest: Formula 1 For Discretely Compounded Interest A t P 1 r n nt Formula 2 Continuously Compounded

More information

25 Increasing and Decreasing Functions

25 Increasing and Decreasing Functions - 25 Increasing and Decreasing Functions It is useful in mathematics to define whether a function is increasing or decreasing. In this section we will use the differential of a function to determine this

More information

CCAC ELEMENTARY ALGEBRA

CCAC ELEMENTARY ALGEBRA CCAC ELEMENTARY ALGEBRA Sample Questions TOPICS TO STUDY: Evaluate expressions Add, subtract, multiply, and divide polynomials Add, subtract, multiply, and divide rational expressions Factor two and three

More information

P(z) =.0.2X2 + 22x - 400

P(z) =.0.2X2 + 22x - 400 Survey ofcalcu1us I (Math 121 Exam 3 November 13, 2002 Part I. Multiple Choice. (2 points each) P(z) =.0.2X2 + 22x - 400 1. Find the marginal profit at a production level of 50 clocks. numerical answer,

More information

Tutorial 4 - Pigouvian Taxes and Pollution Permits II. Corrections

Tutorial 4 - Pigouvian Taxes and Pollution Permits II. Corrections Johannes Emmerling Natural resources and environmental economics, TSE Tutorial 4 - Pigouvian Taxes and Pollution Permits II Corrections Q 1: Write the environmental agency problem as a constrained minimization

More information

Economics 101 Fall 2018 Answers to Homework #1 Due Thursday, September 27, Directions:

Economics 101 Fall 2018 Answers to Homework #1 Due Thursday, September 27, Directions: Economics 101 Fall 2018 Answers to Homework #1 Due Thursday, September 27, 2018 Directions: The homework will be collected in a box labeled with your TA s name before the lecture. Please place your name,

More information

Foundational Preliminaries: Answers to Within-Chapter-Exercises

Foundational Preliminaries: Answers to Within-Chapter-Exercises C H A P T E R 0 Foundational Preliminaries: Answers to Within-Chapter-Exercises 0A Answers for Section A: Graphical Preliminaries Exercise 0A.1 Consider the set [0,1) which includes the point 0, all the

More information

Section 9.1 Solving Linear Inequalities

Section 9.1 Solving Linear Inequalities Section 9.1 Solving Linear Inequalities We know that a linear equation in x can be expressed as ax + b = 0. A linear inequality in x can be written in one of the following forms: ax + b < 0, ax + b 0,

More information

EXAMPLE: Find the Limit: lim

EXAMPLE: Find the Limit: lim SECTION 4.3: L HOPITAL S RULE Sometimes when attempting to determine a Limit by the algebraic method of plugging in the number x is approaching, we run into situations where we seem not to have an answer,

More information

2 Maximizing pro ts when marginal costs are increasing

2 Maximizing pro ts when marginal costs are increasing BEE14 { Basic Mathematics for Economists BEE15 { Introduction to Mathematical Economics Week 1, Lecture 1, Notes: Optimization II 3/12/21 Dieter Balkenborg Department of Economics University of Exeter

More information

1 Maximizing profits when marginal costs are increasing

1 Maximizing profits when marginal costs are increasing BEE12 Basic Mathematical Economics Week 1, Lecture Tuesday 9.12.3 Profit maximization / Elasticity Dieter Balkenborg Department of Economics University of Exeter 1 Maximizing profits when marginal costs

More information

In Jormungand, Koko Hekmatyar is an arms dealer. Suppose she faces the market for Javelin ATGM missiles, and the demand is given by Px = 10,000-2Qx.

In Jormungand, Koko Hekmatyar is an arms dealer. Suppose she faces the market for Javelin ATGM missiles, and the demand is given by Px = 10,000-2Qx. Economics 101 Fall 2012 Homework #3 Due 11/06/2012 Directions: The homework will be collected in a box before the lecture. Please place your name, TA name and section number on top of the homework (legibly).

More information

BOSTON UNIVERSITY SCHOOL OF MANAGEMENT. Math Notes

BOSTON UNIVERSITY SCHOOL OF MANAGEMENT. Math Notes BOSTON UNIVERSITY SCHOOL OF MANAGEMENT Math Notes BU Note # 222-1 This note was prepared by Professor Michael Salinger and revised by Professor Shulamit Kahn. 1 I. Introduction This note discusses the

More information

ON NORMAL ASSUMPTIONS ON DEMAND FUNCTION AND ITS ELASTICITY

ON NORMAL ASSUMPTIONS ON DEMAND FUNCTION AND ITS ELASTICITY ON NORMAL ASSUMPTIONS ON DEMAND FUNCTION AND ITS ELASTICITY BARIĆ PISAROVIĆ Gordana (HR), RAGUŽ Andrija (HR), VOJVODIĆ ROZENZWEIG Višnja (HR) Astract. In this note we consider the demand function D = D(p),

More information

Math 116: Business Calculus

Math 116: Business Calculus Math 116: Business Calculus Instructor: Colin Clark Spring 2017 Exam 1 - Thursday February 9. 1.1 Slopes and Equations of Lines. 1.2 Linear Functions and Applications. 2.1 Properties of Functions. 2.2

More information

WEEK 2 REVIEW. Straight Lines (1.2) Linear Models (1.3) Intersection Points (1.4) Least Squares (1.5)

WEEK 2 REVIEW. Straight Lines (1.2) Linear Models (1.3) Intersection Points (1.4) Least Squares (1.5) WEEK 2 REVIEW Straight Lines (1.2) Linear Models (1.3) Intersection Points (1.4) Least Squares (1.5) 1 STRAIGHT LINES SLOPE A VERTICAL line has NO SLOPE. All other lines have a slope given by m = rise

More information

Short-time-to-expiry expansion for a digital European put option under the CEV model. November 1, 2017

Short-time-to-expiry expansion for a digital European put option under the CEV model. November 1, 2017 Short-time-to-expiry expansion for a digital European put option under the CEV model November 1, 2017 Abstract In this paper I present a short-time-to-expiry asymptotic series expansion for a digital European

More information

Math Analysis Midterm Review. Directions: This assignment is due at the beginning of class on Friday, January 9th

Math Analysis Midterm Review. Directions: This assignment is due at the beginning of class on Friday, January 9th Math Analysis Midterm Review Name Directions: This assignment is due at the beginning of class on Friday, January 9th This homework is intended to help you prepare for the midterm exam. The questions are

More information

Rational Functions ( ) where P and Q are polynomials. We assume that P(x) and Q(x) have no factors in common, and Q(x) is not the zero polynomial.

Rational Functions ( ) where P and Q are polynomials. We assume that P(x) and Q(x) have no factors in common, and Q(x) is not the zero polynomial. Rational Functions A rational function is a function of the form r P Q where P and Q are polynomials. We assume that P() and Q() have no factors in common, and Q() is not the zero polynomial. Rational

More information

File: Ch02, Chapter 2: Supply and Demand Analysis. Multiple Choice

File: Ch02, Chapter 2: Supply and Demand Analysis. Multiple Choice File: Ch02, Chapter 2: Supply and Demand Analysis Multiple Choice 1. A relationship that shows the quantity of goods that consumers are willing to buy at different prices is the a) elasticity b) market

More information

Version 1 READ THESE INSTRUCTIONS CAREFULLY. DO NOT BEGIN WORKING UNTIL THE PROCTOR TELLS YOU TO DO SO

Version 1 READ THESE INSTRUCTIONS CAREFULLY. DO NOT BEGIN WORKING UNTIL THE PROCTOR TELLS YOU TO DO SO Economics 101 Name Fall 2013 TA Name November 26, 2013, 2:30pm 3:45pm Discussion Section Number Second Midterm Student ID Number Version 1 READ THESE INSTRUCTIONS CAREFULLY. DO NOT BEGIN WORKING UNTIL

More information

Integrating rational functions (Sect. 8.4)

Integrating rational functions (Sect. 8.4) Integrating rational functions (Sect. 8.4) Integrating rational functions, p m(x) q n (x). Polynomial division: p m(x) The method of partial fractions. p (x) (x r )(x r 2 ) p (n )(x). (Repeated roots).

More information

Section 7C Finding the Equation of a Line

Section 7C Finding the Equation of a Line Section 7C Finding the Equation of a Line When we discover a linear relationship between two variables, we often try to discover a formula that relates the two variables and allows us to use one variable

More information