251distrex4 12/2/04 (Open this document in 'Page Layout' view!)
We already know the four rules below from the previous section ( 251disrtex2 )
1) The Standardized Distribution is symmetrical about zero.
2) The area under the Normal curve, like the area under the curve for all continuous distributions, is 1 and since the zero is the halfway point (median) under the curve, this implies the that P
z
0
.
5 and P
z
0
.
5 .
3) The standard notation to say that a given distribution is Normal with a certain mean and standard deviation is ~ N
,
. This means that, if z represents a variable with the Standardized
Normal distribution, we write z ~ N 0 , a standard deviation of 100 we write x
and if x is Normally distributed with a mean of 50 and
~ N
50 , 100
.
4) Any probability for a Normally distributed variable can be found using the Standardized
Normal Distribution by using the transformation z
x
.
If we solve this for x , we find x
z
Since there is no particular reason to repeat the problems from class, here are some that I had available that seem to cover all the bases.
Assume that x ~ N 2 9 . Do the following: a. Find x
.
24
(the 76 th percentile.) b. Find the x
.
76
(What percentile is this?). c. Find a symmetrical interval about the mean with 76% probability.
.
Solution: Material in italics below is a description of the diagrams you were asked to make or a general explanation, and the written description will not be part of your solution.
In general, for the following problems 1) the values of z you need here must came from the z-table (Table of the Standardized Normal Distribution), not the t-table because they aren't on the t-table. You can find values like z
.
25
or z
.
40
on the t-table, but I didn't ask for them. 2) Numbers like z
.
24
are values of z not probabilities, you can't find them by taking 0.24 on the z part of the table and then reading a probability and claiming that it is a value of z . a. . Find the 76 th percentile of x ~ N 2 9 .
Make a diagram: Show a Normal curve with a mean at zero. Show z
.
24
, the 76 th percentile, as a point above zero with 24% above it and 26% between it and zero. The area below zero is 50%, so that the entire area below it is 76%..
From the diagram, we want one point z
.
24
so that P
z
z
.
24
.
7600 or P
0
z
z
.
24 the interior of the Standardized Normal table the closest we can come to .2600 is P
0
z
.
2600
0 .
71
. From
.
2611 .
We thus decide that
2
0 .
71
2
z
.
24
6 .
39
0 .
71
8 .
39 .
, so the value of x can then be written x
z
.
24
To check this write P
x
8 .
39
P
z
8 .
39
9
2
.
7611
.
76
P
z
0 .
71
P
z
0
0
z
71
.
5
.
2611
251distrex4 12/2/04 b. Find the 24 th percentile. of x ~ N 2 9 .
Make a diagram: Show a Normal curve with a mean at zero. Show
z
.
24
as a point below zero with 24% below it and 26% between it and zero. The area above zero is 50%..
From the diagram, we want one point
P
P
z
0
z
.
76
z
z
.
24
,2600 is P
0
.
2400
z
z
.
76
. We can also see that
.
2600
0 .
71 x can then be written
P
z z
.
76
.
24
(It’s
z
0
z
.
76
because 76% is above it.) so that
.
2600 . Because z
.
76
z
.
24
,
. From the interior of the Standardized Normal table the closest we can come to
.
2611 x
. We thus decide that z
.
76
2
0 .
71
2 z
.
24
6 .
39
0 .
71
or
4 .
39 z
.
76
.
z
.
24
0 .
71 , so the value of
To check this write
P
z
0
0 .
71
P
x
z
0
4 .
39
.
5
.
2611
P
z
.
2389
4 .
39
9
2
.
24
P
z
0 .
71
c. A symmetrical interval about the mean with 76% probability for x ~ N 2 9 .
Make a diagram: Show a Normal curve with a mean at zero. Show above it and 38% between it and zero. Show z
.
12
as a point above zero with 12%
z
.
12
as a point below zero with 12% below it and 38% between it and zero The area between
z
.
12
and z
.
12
is thus twice 38% or 76%.
From the diagram, we want two points,
The upper point, z
.12
will have P
0 z
.12
and
z
z
.
12
z
.88
76
, so that
%
2
.
3800
.
88 z z
.
12
.
7600 .
, and by symmetry z
.
88
z
.
12
. (We split 76% in halves around zero.) From the interior of the Normal table the closest we can come to .3800 is
P
0
.
.
3790 or P
0
.
.
3810 . So the point we want is roughly half way between 1.17 and 1.18. Either 1.17 or 1.18 would be acceptable in an assignment unless you can find a more exact value in the last line of the t table.
We are best off using z
.
12
The interval for x can then be written
P
8 .
575
x
12 .
575
.
76 .
, and making our interval for is -1.175 to 1.175. x
z
.
12
.
.
or -8.575 to 12.575 or
To check this P
8 .
575
x
12 .
575
P
8 .
575
9
2
z
12 .
575
9
2
P
1 .
175
z
1 .
175
2 P
0
z
1 .
175
2 (.
3800 )
.
7600 .