302 Basic Engineering Mathematics
- The gain of 90 similar transistors is measured
and the results are as shown. By drawing a
histogramofthisfrequencydistribution,deter-
mine the mean, median and modal values of
the distribution.
83 .5–85. 56
86 .5–88. 539
89 .5–91. 527
92 .5–94. 515
95 .5–97. 53 - The diameters, in centimetres, of 60 holes
bored in engine castings are measured and
the results are as shown. Draw a histogram
depicting these results and hence determine
the mean, median and modal values of the
distribution.
2 .011–2.014 7
2 .016–2.019 16
2 .021–2.024 23
2 .026–2.029 9
2 .031–2.034 5
32.4 Standard deviation
32.4.1 Discrete data
Thestandarddeviationofaset ofdatagivesanindication
of the amount of dispersion, or the scatter, of members
of the set from the measure of central tendency. Its value
is the root-mean-square value of the members of the set
and for discrete data is obtained as follows.
(i) Determine the measure of central tendency, usu-
ally the mean value, (occasionally the median or
modal values are specified).
(ii) Calculate the deviation of each member of the set
from the mean, giving
(x 1 −x), (x 2 −x), (x 3 −x),...
(iii) Determine the squares of these deviations; i.e.,
(x 1 −x)^2 ,(x 2 −x)^2 ,(x 3 −x)^2 ,...
(iv) Find the sum of the squares of the deviations, i.e.
(x 1 −x)^2 +(x 2 −x)^2 +(x 3 −x)^2 ,...
(v) Divide by the number of members in the set,n,
giving
(x 1 −x)^2 +(x 2 −x)^2 +
(
x^3 −x
) 2
+···
n
(vi) Determine the square root of (v).
The standard deviation is indicated byσ(the Greek
letter small ‘sigma’) and is written mathematically as
standard deviation,σ=
√√
√
√
{∑
(x−x)^2
n
}
wherexis a member of the set,xis the mean value of
the set andnis the number of members in the set. The
value of standard deviation gives an indication of the
distance of the members of a set from the mean value.
The set {1, 4, 7, 10, 13} has a mean value of 7 and a
standard deviation of about 4.2. The set {5, 6, 7, 8, 9}
also has a mean value of 7 but the standard deviation is
about 1.4. This shows that the members of the second
set are mainly much closer to the mean value than the
members of the first set. The method of determining the
standard deviation for a set of discrete data is shown in
Problem 5.
Problem 5. Determine the standard deviation
from the mean of the set of numbers
{5, 6, 8, 4, 10, 3}, correct to 4 significant figures
The arithmetic mean,x=
∑
x
n
=
5 + 6 + 8 + 4 + 10 + 3
6
= 6
Standard deviation,σ=
√√
√
√
{∑
(x−x)^2
n
}
The(x−x)^2 values are( 5 − 6 )^2 ,( 6 − 6 )^2 ,( 8 − 6 )^2 ,
( 4 − 6 )^2 ,( 10 − 6 )^2 and( 3 − 6 )^2.
The sum of the(x−x)^2 values,
i.e.
∑
(x−x)^2 ,is 1+ 0 + 4 + 4 + 16 + 9 = 34
and
∑
(x−x)^2
n
=
34
6
= 5.
·
6
since there are 6 members in the set.
Hence,standard deviation,
σ=
√
√
√
√
{∑
(x−x)^2
n
}
=
√
5.
·
6 =2.380,
correct to 4 significant figures.