Properties of standard deviation, Applied Statistics

Assignment Help:

PROPERTIES

 

1. The value of standard deviation remains the same if, in a series each of the observation is increased or decreased by a constant quantity. In statistical language, we say standard deviation is independent of change of origin.

         For example, for the observations 3, 10 and 12 then μ = 8.33 and σ= 3.859.

If we increase the value of each observation by 4.5, we get the observations 7.5, 14.5 and 16.5.

         Now,  μ   = 12.833 and  σ = 3.859

         Hence although  μ  has increased by 4.5,  σ  remains the same.

2. For a given series, if each observation is multiplied or divided by a constant quantity, standard deviation will also be similarly affected.

Consider the observations 3, 10, 12.  σ  = 3.859 as shown in the above calculation.

Suppose we multiply each observation by 6, the observations become 18, 60 and 72.

  μ   =  50

σ

= 1353_properties of standard deviation.png
  = 23.152

  Which is nothing but the earlier  σ , 3.859 x 6.

In short, standard deviation is independent of any change of origin, but dependent on the change of scale.

3. Standard deviation is the minimum root-mean-square deviation. In other words, the sum of the squares of the deviations of items of any series from a value other than the arithmetic mean would always be greater.

4. Just as it is possible to compute combined mean of two or more groups, it is also possible to compute combined standard deviation of two or more groups. Combined standard deviation denoted by  σ12 is computed as follows:

σ12

= 1001_properties of standard deviation1.png

where,

μ1

=  Mean of first group

μ2

= Mean of second group

σ1

= Standard deviation of first group

σ2

= Standard deviation of second group

N1 

Number of observations in the first group

N2

= Number of observations in the second group

d1

= μ1 -  μ

d2

= μ2 -  μ

μ

 = (N1  μ1 + N2 μ2 ) / (N1 + N2)

Related Discussions:- Properties of standard deviation

Geometric mean, Geometric Mean is defined as the n th root of the ...

Geometric Mean is defined as the n th root of the product of numbers to be averaged. The geometric mean of numbers X 1 , X 2 , X 3 .....X n is given as

Assignment 1: Testing Hypotheses for Means, Review the Learning Resources a...

Review the Learning Resources and the media programs related to t tests. For additional support, review the Skill Builder: Research Design and Statistical Design and the Skill Buil

Find the relation between two substance, Find the Relation between two subs...

Find the Relation between two substance: The following table shows the results obtained in experiments aimed to determine how solubility of water in benzene depends on tempera

business forecasting, Explain the characteristics of business forecasting

Explain the characteristics of business forecasting.

Canonical correlation analysis, Canonical correlation analysis (CC) allows ...

Canonical correlation analysis (CC) allows the investigation of the relationship between two ,sets of variables. For example, a sociologist may want to investigate the Relationship

#vital statistics, # I have to make assignment on vital statistics so kindl...

# I have to make assignment on vital statistics so kindly guide me how to make and get good marks

Pneumatic actuator design matrix, Pneumatic Actuator Design Matrix: The ra...

Pneumatic Actuator Design Matrix: The range of actuator design parameters have been provisionally assessed and are presented in Table. You are required to determine the following

#title. .explanatory factor analysis, how to compute reliability coefficien...

how to compute reliability coefficient for extracted factors in factor analysis?

Simple linear regression, We are interested in assessing the effects of tem...

We are interested in assessing the effects of temperature (low, medium, and high) and technical configuration on the amount of waste output for a manufacturing plant. Suppose that

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd