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Page 1: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Linear Approximations

ACADEMIC RESOURCE CENTER

Page 2: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 3: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 4: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Linear Function

Definition: A mathematical equation in which no independent-variable”x” is raised to a power greater than one. A simple linear functionwith only one independent variable ”y” (y = ax + b) traces a straightline when plotted on a graph. Also known as a linear equation.

Famous Forms:

Y-axis form y = mx + b

Point-slope form (y − y1) = m(x − x1)

Intercept form(xc

)+(yb

)= 1

Page 5: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 6: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Linear Function or Not

I 4y = 3x + 2

I xy = 3

I 2x = 4y + 2

I x2 + 3y = 2

I x + 3 = y3

I√x + 3 = y

I x + y = 3x + 2

I x(3 + x) = y

I y = 3x

I 3(xy + y2) = 4y

I x2 + y

4 = 1

I 4a + 3b = 6

Page 7: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Answers

I 4y = 3x + 2 Linear Function

I xy = 3 Not

I 2x = 4y + 2 Linear Function

I x2 + 3y = 2 Not

I x + 3 = y3 Not

I√x + 3 = y Not

I x + y = 3x + 2 Linear Function

I x(3 + x) = y Not

I y = 3x Linear Function

I 3(xy + y2) = 4y Linear Function

I x2 + y

4 = 1 Linear Function

I 4a + 3b = 6 Linear Function

Page 8: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Reasoning for the Nonlinear Functions

I xy = 3 Not: Because the independent varialbe is multiplied tothe dependent variable.

I x2 + 3y = 2 Not: Because the independent variable is raised to apower other than 1.

I x + 3 = y3 Not: Because the dependent variable is raised to apower other than 1.

I√x + 3 = y Not: Because the independent variable is raised to a

power other than 1. (i.e.√x = x

12 )

I x(3 + x) = y Not: Because after distribution, the indenpendentvariable is raised to a power other than 1.

Page 9: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 10: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Real World Uses for Linear Equations

Popular Uses

I Demand Curves (economic analysis)

I Interest Rates and Investments (finance industry)

I Foreign Currency

Jobs

I Managers

I Financial Occupations

I Computer Programmers

I Scientists

I Engineers

I Administrators

I Construction

I Health Care

Page 11: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 12: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Why Do We Use Linear Equations?

Linear Equations are used in everyday life.

I Calculating travel times

I Converting hours to minutes

I Weights and measures (Doubling a recipe)

I Estimation

Page 13: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 14: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

Suppose we wanted to approximate√

99. We could say that√99 ≈

√100 = 10. However, using linear approximations, we can

obtain a better approximation than 10. Let us take a look at thenon-linear function f (x) =

√x . This function represents all of the

square roots. i.e. f (3) =√

3.

Now using Mathematica to visualize.

Page 15: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

Page 16: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

Now that we have motivation, we should find a linear approximationaround the point x = 100. Our reasoning is simply because we knowthe function value at that point and it is near 99. i.e. f (100) = 10.So we wish to find a line that passes through the function

√x at the

point x = 100, then we will use that line to approximate the pointx = 99. To start, let us take the form

y = mx + b

, where m is the slope and b is the y -intercept.

Page 17: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

In order to determine the linear equation, we must determine whatthe slope of the line is. Since m = f ′(x),

m = f ′(x) =1

2√x

And we wish to know the slope of a line at the point x = 100, so theslope must be f ′(100) = 1

20 .

Now our equation is:

y =1

20x + b

Page 18: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

Next we must determine b. We can use the point at which we aremaking this linear approximation, x = 100. By plugging in 10 for yand 100 for x , we get:

y =1

20x + b

10 =1

20(100) + b

10 = 5 + b

5 = b

Now we have our linear approximation of f (x) =√x about x = 100

in and will use it to approximate f (99).

y =1

20x + 5

Page 19: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear ApproximationsUsing Mathematica, we can plot the function and the linearapproximation together.

Page 20: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear ApproximationsZooming in near the point x = 100 we have:

Page 21: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear ApproximationsPlotting the error of the two functions, we can clearly see that thelinear approximation will be a good approximation for f (99).

Page 22: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Estimation with Linear Approximations

We can see that the error for the linear approximation at x = 99 willbe small. So then we can obtain the estimation for the

√99. The

actual value is given by Mathematica.

This concludes the example for linear approximations. Hopefully youfind more uses in everyday life for linear approximations.

Page 23: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

Table of Contents

Linear Function

Linear Function or Not

Real World Uses for Linear Equations

Why Do We Use Linear Equations?

Estimation with Linear Approximations

References

Page 24: Linear Approximations - Illinois Institute of TechnologyEstimation with Linear Approximations References. Table of Contents Linear Function Linear Function or Not ... I Managers I

References

I http://en.wikipedia.org/wiki/Linear_approximation

I http://www.ehow.com/facts_6027891_

examples-equations-used-real-life.html