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

Determine the closed loop speed transfer function, In the case of permanent...

In the case of permanent magnet DC motor whose stator consists of a permanent magnet we can take the field current to be constant (i.e. a constant magnetic field) and it can be sho

Association of attributes, In an examination 600 candidates appeared, boys ...

In an examination 600 candidates appeared, boys outnumbered girls by 16% of all candidates. number of passed candidates exceeded the number of failed candidates by 310. Boys failin

Exam, I need to know if the exam will be guarantee to pull my grade up to a...

I need to know if the exam will be guarantee to pull my grade up to a B or an A. I have a D right now so i need to get someone that is willing to put effort on completing it???

Quote, How much would u charge for 4 questions

How much would u charge for 4 questions

Trying to find test statistic and P value, Ask question #Minimum The data i...

Ask question #Minimum The data in the accompanying table give the weights? (in g) of randomly selected quarters that were minted after 1964. The quarters are supposed to have a med

Physics, fixed capacitor and variable capacitor

fixed capacitor and variable capacitor

Analysis of variance (anova), Analysis of variance allows us to test whethe...

Analysis of variance allows us to test whether the differences among more than two sample means are significant or not. This technique overcomes the drawback of the method used in

Sampling, Sampling A  Population  is a collection of all the data point...

Sampling A  Population  is a collection of all the data points being studied. For example, if we are studying the annual incomes of all the people in India, then the population

Transformation of data, PCA is a linear transformation that transforms the ...

PCA is a linear transformation that transforms the data to a new coordinate system such that the greatest variance by any projection of the data comes to lie on the first coordinat

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