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Презентация на тему Calculating the probability of a continuous random variable – Normal Distribution. Week 9 (1)

Mid-term exam statisticsCopyright ©2015 Pearson Education, Inc.DR SUSANNE HANSEN SARAL
BBA182 Applied Statistics Week 9 (1) Calculating the probability of Mid-term exam statisticsCopyright ©2015 Pearson Education, Inc.DR SUSANNE HANSEN SARAL Copyright ©2015 Pearson Education, Inc.DR SUSANNE HANSEN SARAL		Mid-term exam statistics Continuous random variableA continuous random variable can assume any value in an Calculating probabilities of  continuous random variables COPYRIGHT © 2013 PEARSON EDUCATION, INC. PUBLISHING AS Procedure for calculating the probability of x Procedure for calculating the probability of x Using the Standard Normal TableCopyright ©2015 Pearson Education, Inc.TABLE 2.10 – Standardized P(z < + 2) = P(z > -2) DR SUSANNE HANSEN SARALZ0-1.00Z01.00.8413.1587.8413.1587     The Standard Normal TableCopyright Finding Determine for shampoo filling machine 1 the proportion of bottles that:      Solution: Contain more than 505 ml    P ( z < + 1.05) =P (z > -1.05 ) =P P ( z < + 1.05) = Haynes Construction Company        Example  Copyright Haynes Construction Company Compute Z:Copyright ©2015 Pearson Education, Inc.FIGURE 2.10From the table Compute Z		Haynes Construction Company Copyright ©2015 Pearson Education, Inc.FIGURE 2.10From the table Haynes Construction Company  Copyright ©2015 Pearson Education, Inc.FIGURE 2.10P(z > 1.25) DR SUSANNE HANSEN SARAL Haynes Construction Company What is the probability that the company will not Haynes Construction Company If finished in 75 days or less, Haynes will Haynes Construction Company If finished in 75 days or less, bonus = If finished in 75 days or less, bonus = $5,000Probability of bonus?	Haynes Haynes Construction Company Probability of completing between 110 and 125 days?Copyright ©2015 Haynes Construction Company Probability of completing between 110 and 125 days?Copyright ©2015 Haynes Construction Company Probability of completing between 110 and 125 days?Copyright ©2015 Calculation procedure to find the probability of the
Слайды презентации

Слайд 2 Mid-term exam statistics
Copyright ©2015 Pearson Education, Inc.
DR SUSANNE

Mid-term exam statisticsCopyright ©2015 Pearson Education, Inc.DR SUSANNE HANSEN SARAL

HANSEN SARAL


Слайд 3 Copyright ©2015 Pearson Education, Inc.
DR SUSANNE HANSEN SARAL
Mid-term

Copyright ©2015 Pearson Education, Inc.DR SUSANNE HANSEN SARAL		Mid-term exam statistics

exam statistics


Слайд 4 Continuous random variable
A continuous random variable can assume

Continuous random variableA continuous random variable can assume any value in

any value in an interval on the real line

or in a collection of intervals.
It is not possible to talk about the probability of the random variable assuming a particular value, because the probability will be close to 0.
Instead, we talk about the probability of the random variable assuming a value within a given interval.

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 5 Calculating probabilities of continuous random variables

Calculating probabilities of continuous random variables   COPYRIGHT ©

COPYRIGHT © 2013 PEARSON EDUCATION, INC.

PUBLISHING AS PRENTICE HALL

Ch. 5-






x

b

μ

a






x

b

μ

a





x

b

μ

a


Слайд 6 COPYRIGHT © 2013 PEARSON

COPYRIGHT © 2013 PEARSON EDUCATION, INC. PUBLISHING AS PRENTICE

EDUCATION, INC. PUBLISHING AS PRENTICE HALL
Ch. 5-

The Standard Normal Distribution – z-values

Any normal distribution, F(x) (with any mean and standard deviation combination) can be transformed into the standardized normal distribution F(z), with mean 0 and standard deviation 1







We say that Z follows the standard normal distribution.





Z

f(Z)

0

1


Слайд 7 Procedure for calculating the probability of x

Procedure for calculating the probability of x    using

using the Standard Normal Table
For

μ = 100, σ = 15, find the probability that X is less than 130 = P(x < 130)
Transforming x - random variable into a z - standard random variable:

Copyright ©2015 Pearson Education, Inc.

FIGURE 2.9 – Normal Distribution

DR SUSANNE HANSEN SARAL


Слайд 8 Procedure for calculating the probability of x

Procedure for calculating the probability of x

using the Standard Normal

Table (continued)

Step 2

Look up the probability from the table of normal curve areas

Column on the left is Z value

Row at the top has second decimal places for Z values

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 9 Using the Standard Normal Table
Copyright ©2015 Pearson Education,

Using the Standard Normal TableCopyright ©2015 Pearson Education, Inc.TABLE 2.10 –

Inc.
TABLE 2.10 – Standardized Normal Distribution (partial)
For Z =

2.00
P(X < 130) = P(Z < 2.00) = 0.97725
P(X > 130) = 1 – P(X ≤ 130) = 1 – P(Z ≤ 2)
= 1 – 0.97725 = 0.02275

DR SUSANNE HANSEN SARAL


Слайд 10 P(z < + 2)

P(z < + 2) = P(z > -2) =

= P(z > -2) = .9772

In probability terms, a

z-score of -2.0 and +2.0 has the same probability, because they are mirror images of each other.


If we look for the z-score 2.0 in the table we find a value of 9772.

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 11 DR SUSANNE HANSEN SARAL




Z
0
-1.00





Z
0
1.00



.8413
.1587
.8413
.1587

DR SUSANNE HANSEN SARALZ0-1.00Z01.00.8413.1587.8413.1587   The Standard Normal TableCopyright ©2015

The Standard Normal Table
Copyright ©2015 Pearson Education, Inc.
P( z

< - 1.0) = 1 - .8413 = 0.1587

To find the probability of: P (z > 1) and P (z < -1) we will use the complement rule:


P( z > 1.0) = 1 - .8413 = 0.1587


Слайд 12

Finding the probability of z-scores

Finding the probability of z-scores

with two decimals and graph the probability

P ( z < + 0.55) = 0.7088 or 70.88 %
P (z > + .55) = 1.0 – 0.7088 = 0.2912 or 29.12%
P ( z > - 0.55) = 0.7088 or 70.88 %
P ( z < - 0.55) = 1.0 - .7088 = 0.2912 or 29.12 %
P ( z < + 1.65) = 0.9505 or 95.05 %
P (z > + 1.65) = 1.0 – 0.9505 = 0.0495 or 4.96 %
P( z > - 2.36) = .9909 or 99.09 %
P ( z < + 2.36) = .9909 or 99.09 %

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 13 Determine for shampoo filling machine 1 the proportion

Determine for shampoo filling machine 1 the proportion of bottles that:  

of bottles that:
 


Слайд 15 Solution: Contain more

Solution: Contain more than 505 ml  

than 505 ml
 


Слайд 16  

P ( z < + 1.05) =
P (z

 P ( z < + 1.05) =P (z > -1.05 )

> -1.05 ) =
P (z < - 3.34) =


P (z > - 3.34) =
P (z > - 2.47) =
P (z < + 1.87) =
P (z > + 2.57) =
P ( z < - 0.32) =

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 17

P ( z

P ( z < + 1.05) = 0.8531

< + 1.05) = 0.8531 or 85.31 %
P (z

> -1.05 ) = 0.8531 or 85.31 %
P (z < - 3.34) = 1.0 – 0.9996 = 0.0004 or 0.04 %
P (z > - 3.34) = 0.9996 or 99.96 %
P (z > - 2.47) = 0.9932 or 99.32 %
P (z < + 1.87) = 0.9693 or 96.93 %
P (z > + 2.57) = 1.0 – 0.9949 = 0.0054 or 0.054 %
P( z < - 0.32) = 1.0 – 0.6255 = 0.3745 or 37. 45 %

Exercise: Find the probability of z-scores and draw a graph of the probability

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL


Слайд 18 Haynes Construction Company

Haynes Construction Company    Example  Copyright ©2015 Pearson Education, Inc.FIGURE 2.10DR SUSANNE HANSEN SARAL

Example
 
Copyright ©2015 Pearson Education, Inc.
FIGURE 2.10
DR SUSANNE

HANSEN SARAL

Слайд 19 Haynes Construction Company
Compute Z:
Copyright ©2015 Pearson Education,

Haynes Construction Company Compute Z:Copyright ©2015 Pearson Education, Inc.FIGURE 2.10From the

Inc.
FIGURE 2.10
From the table for Z = 1.25 area P(z

1.25) = 0.8944

DR SUSANNE HANSEN SARAL


Слайд 20 Compute Z
Haynes Construction Company
Copyright ©2015 Pearson Education,

Compute Z		Haynes Construction Company Copyright ©2015 Pearson Education, Inc.FIGURE 2.10From the

Inc.
FIGURE 2.10
From the table for Z = 1.25 area =

0.89435

The probability is about 0.89 or 89 % that Haynes will not violate the contract

DR SUSANNE HANSEN SARAL


Слайд 21 Haynes Construction Company
 
Copyright ©2015 Pearson Education, Inc.
FIGURE

Haynes Construction Company  Copyright ©2015 Pearson Education, Inc.FIGURE 2.10P(z > 1.25) DR SUSANNE HANSEN SARAL

2.10
P(z > 1.25)
DR SUSANNE HANSEN SARAL


Слайд 22 Haynes Construction Company
What is the probability that

Haynes Construction Company What is the probability that the company will

the company will not finish in 125 days and

therefore will have to pay a penalty?

Copyright ©2015 Pearson Education, Inc.

FIGURE 2.10

From the table for Z = 1.25 area P(z > 1.25) =
1 – P(z < 1.25) = 1 - 0.8944 =
0.1056 or 10.56 %

P(z > 1.25)

DR SUSANNE HANSEN SARAL


Слайд 23 Haynes Construction Company
If finished in 75 days

Haynes Construction Company If finished in 75 days or less, Haynes

or less, Haynes will get a bonus of $5,000
What

is the probability of a bonus? P ( x < 75)

Copyright ©2015 Pearson Education, Inc.

DR SUSANNE HANSEN SARAL

 


Слайд 24 Haynes Construction Company
If finished in 75 days

Haynes Construction Company If finished in 75 days or less, bonus

or less, bonus = $5,000
Probability of bonus? P

( x < 75)

Copyright ©2015 Pearson Education, Inc.

FIGURE 2.11

Because the distribution is symmetrical, equivalent to Z = 1.25 P(z < 1.25) so area = 0.8944

0.8944

DR SUSANNE HANSEN SARAL


Слайд 25 If finished in 75 days or less, bonus

If finished in 75 days or less, bonus = $5,000Probability of

= $5,000
Probability of bonus?
Haynes Construction Company
Copyright ©2015 Pearson

Education, Inc.

FIGURE 2.11

P(z < -1.25) = 1.0 – P(z < 1.25)
= 1.0 – 0.8944 = 0.1056
The probability of completing the contract in 75 days or less is about 11%

Because the distribution is symmetrical, equivalent to Z = 1.25 so area = 0.89435

0.8944

DR SUSANNE HANSEN SARAL


Слайд 26 Haynes Construction Company
Probability of completing between 110

Haynes Construction Company Probability of completing between 110 and 125 days?Copyright

and 125 days?
Copyright ©2015 Pearson Education, Inc.
FIGURE 2.12
P(110

X < 125) ?

DR SUSANNE HANSEN SARAL


Слайд 27 Haynes Construction Company
Probability of completing between 110

Haynes Construction Company Probability of completing between 110 and 125 days?Copyright

and 125 days?
Copyright ©2015 Pearson Education, Inc.
FIGURE 2.12
P(110

X < 125) ?

DR SUSANNE HANSEN SARAL


Слайд 28 Haynes Construction Company
Probability of completing between 110

Haynes Construction Company Probability of completing between 110 and 125 days?Copyright

and 125 days?
Copyright ©2015 Pearson Education, Inc.
FIGURE 2.12
P(110

X < 125)

P(110 ≤ X < 125) = 0.8944 – 0.6915
= 0.2029
The probability of completing between 110 and 125 days is about 20%

DR SUSANNE HANSEN SARAL


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