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

X-bar charts, First we look at these charts assuming that we know both the ...

First we look at these charts assuming that we know both the mean and the standard deviation of the process, that is  μ and  σ . These values represent the acceptable values (bench

Calculation for continuous series or grouped data, Calculation for Continuo...

Calculation for Continuous Series or Grouped Data = where, m = mid-point of class   =

ANOVA, Your company operates a machine shop, and, having heard you had expe...

Your company operates a machine shop, and, having heard you had experience in statistics and design of experiments, consulted you for your opinion on an experiment they want to run

Introduction to probability, Introduction to Probability A ...

Introduction to Probability A student is considering whether she should enroll in an MBA educational program offered by a well-known college. Among othe

Regression constants, The regression line should be drawn on the scatter di...

The regression line should be drawn on the scatter diagram in such a way that when the squared values of the vertical distance from each plotted point to the line are added, the to

#regression, #regression line drawn as Y=C+1075x, when x was 2, and y was 2...

#regression line drawn as Y=C+1075x, when x was 2, and y was 239, given that y intercept was 11. calculate the residual

Uses of arithmetic mean, Uses Arithmetic mean is widely used beca...

Uses Arithmetic mean is widely used because of the following reasons: Mean is the simplest average to understand and easy to compute. It

Bernoulli trial, Statistician is searching the \home ground" effect and is ...

Statistician is searching the \home ground" effect and is studying 20 football games, of which 14 were won by the home team and 6 by the visitors. Therefore the game is a Bernoulli

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