All Exams Test series for 1 year @ ₹349 only
Question

Consider the following for the next two (02) items that follow :
$x_i$123...$n$
$f_i$1$2^{-1}$$2^{-2}$...$2^{-(n-1)}$

What is the mean of the distribution ?

This question was previously asked in
NDA 2 2024 GAT Question Paper (01-Sep-2024)
The correct answer is
$\frac{2^{n+1} - n - 2}{2^{n-1}}$

Calculating the Mean of the Given Distribution

The question provides a discrete distribution with values $x_i$ and corresponding frequencies $f_i$. We need to calculate the mean ($\bar{x}$) of this distribution.

Understanding the Distribution Data

The data given is:

  • Values ($x_i$): $1, 2, 3, \dots, n$
  • Frequencies ($f_i$): $1, 2^{-1}, 2^{-2}, \dots, 2^{-(n-1)}$

We can rewrite the frequencies as:

$ f_i = \frac{1}{2^{i-1}} $

Mean Calculation Formula

The mean ($\bar{x}$) of a discrete distribution is defined as the sum of the products of each value and its corresponding frequency:

$ \bar{x} = \sum_{i=1}^{n} x_i f_i $

Applying the Formula

Substitute the given $x_i$ and $f_i$ values into the formula:

$ \bar{x} = \sum_{i=1}^{n} i \cdot \frac{1}{2^{i-1}} $

Let's write out the terms of the sum:

$ \bar{x} = \left( 1 \cdot \frac{1}{2^{1-1}} \right) + \left( 2 \cdot \frac{1}{2^{2-1}} \right) + \left( 3 \cdot \frac{1}{2^{3-1}} \right) + \dots + \left( n \cdot \frac{1}{2^{n-1}} \right) $

$ \bar{x} = \left( 1 \cdot \frac{1}{2^0} \right) + \left( 2 \cdot \frac{1}{2^1} \right) + \left( 3 \cdot \frac{1}{2^2} \right) + \dots + \left( n \cdot \frac{1}{2^{n-1}} \right) $

$ \bar{x} = 1 + \frac{2}{2} + \frac{3}{4} + \dots + \frac{n}{2^{n-1}} $

Solving the Arithmetico-Geometric Series

The sum we need to calculate is an arithmetico-geometric series. Let $S_n$ represent this sum:

$ S_n = 1 + \frac{2}{2} + \frac{3}{4} + \dots + \frac{n}{2^{n-1}} $

Let $r = \frac{1}{2}$. Then the series can be written as:

$ S_n = \sum_{i=1}^{n} i \cdot r^{i-1} = 1 + 2r + 3r^2 + \dots + nr^{n-1} $

To find the sum $S_n$, we use a standard method. Multiply the entire series by $r$:

$ rS_n = r + 2r^2 + 3r^3 + \dots + (n-1)r^{n-1} + nr^n $

Now, subtract $rS_n$ from $S_n$:

$ S_n - rS_n = (1 + 2r + 3r^2 + \dots + nr^{n-1}) - (r + 2r^2 + \dots + nr^n) $

Group the terms:

$ S_n(1-r) = 1 + (2r-r) + (3r^2-2r^2) + \dots + (nr^{n-1} - (n-1)r^{n-1}) - nr^n $

$ S_n(1-r) = 1 + r + r^2 + \dots + r^{n-1} - nr^n $

The sum $1 + r + r^2 + \dots + r^{n-1}$ is a finite geometric series. Its sum is $\frac{1 - r^n}{1 - r}$.

$ S_n(1-r) = \frac{1 - r^n}{1 - r} - nr^n $

Now, substitute $r = \frac{1}{2}$. This means $1-r = \frac{1}{2}$:

$ S_n \left( \frac{1}{2} \right) = \frac{1 - \left(\frac{1}{2}\right)^n}{\frac{1}{2}} - n \left(\frac{1}{2}\right)^n $

Simplify the equation:

$ \frac{S_n}{2} = 2 \left( 1 - \frac{1}{2^n} \right) - \frac{n}{2^n} $

$ \frac{S_n}{2} = 2 - \frac{2}{2^n} - \frac{n}{2^n} $

$ \frac{S_n}{2} = 2 - \frac{n+2}{2^n} $

To find $S_n$, multiply both sides by 2:

$ S_n = 2 \left( 2 - \frac{n+2}{2^n} \right) $

$ S_n = 4 - \frac{2(n+2)}{2^n} $

Simplify the fraction:

$ S_n = 4 - \frac{n+2}{2^{n-1}} $

To express this as a single fraction with the denominator $2^{n-1}$:

$ S_n = \frac{4 \cdot 2^{n-1}}{2^{n-1}} - \frac{n+2}{2^{n-1}} $

$ S_n = \frac{2^2 \cdot 2^{n-1} - (n+2)}{2^{n-1}} $

$ S_n = \frac{2^{n+1} - n - 2}{2^{n-1}} $

Conclusion

The calculated mean ($\bar{x}$) of the distribution is:

$ \bar{x} = \frac{2^{n+1} - n - 2}{2^{n-1}} $

Was this answer helpful?

Similar Questions

  1. What is the value of \(n\) ?
  2. What is the value of \(p + q\) ?
  3. What is \(\sum_{i=1}^n x_i f_i\) equal to ?
  4. A bag contains 5 black and 4 white balls. A man selects two balls at random. What is the probability that both of these are of the same colour?
  5. What is the mean deviation of the largest five observations ?
  6. What is the variance of the largest five observations ?
  7. What is the median height of the class?

  8. If the mean of 20 observations, namely \(x_1, x_2, x_3, \dots, x_{20}\) is 1.414, then what is the value of \(\sum_{i=1}^{20} 100(2x_i + 4)\) ?
  9. What is the total number of students whose height is less than or equal to 165 cm?

  10. The height which occurs most frequently in the class is


Important Questions from Statistics

  1. Match the LIST-I with LIST-II
    LIST-ILIST-II
    A. Sampling errorI.Values that describe the characteristics of a population
    B. ParametersII.The standard deviation of the sampling distribution
    C. Sampling fractionIII.Variation among sample statistics due to change
    D. Standard errorIV.Proportion of the population contained in a sample

    Choose the correct answer from the options given below:
  2. Given below are two statements one is labelled as Assertion (A) and the other is labelled as
    Reason (R).
    Assertion (A): Additive model considers the total of various components resulting in the given
    values of the over all time series and it is stated as:
    $Y=T+C+S+I$
    Reason (R): Multiplicative model assumes that the various components interact in a
    multiplicative manner to produce the given values of the over all time series and
    can be stated as $Y=T \times C \times S \times I$
    In the light of the above statements, choose the most appropriate answer from the options given
    below:
     

  3. Match List - I with List - II.
     

    List - IList - II
    A. Sample proportion P = x/nI. $\frac{\sigma}{\sqrt{n}}$
    B. Sample variance $S_1^2 = \frac{1}{n-1} \sum_{i=1}^{n}(xi-x̄)^2$II. $\sigma^2 \sqrt{\frac{2}{n}}$
    C. Sample variance $S^2 = \frac{1}{n} \sum_{i=1}^{n}(xi-x̄)^2$III. $\sigma^2 \sqrt{\frac{2}{(n-1)}}$
    D. Sample mean $\bar{x} = \frac{1}{n} \sum_{i=1}^{n}xi$IV. $\sqrt{\frac{\pi(1-\pi)}{n}}$


    Choose the correct answer from the options given below :

  4. The measurement or determinations of length, height, weight, volume, area, pressure etc. comes under:
  5. Which of the following options explain what a 'mean' assumes ?
    (i) an interval level of measurement
    (ii) a nominal level of measurement
    (iii) an ordinal level of measurement
    (iv) a ratio level of measurement
Need Expert Advice?
Test Series
NDA img
Defence
NDA 2026 Mock Test Series (Latest Pattern)
526 Tests 1 Tests Free
1176 Attempts
4.7(160)
English, Hindi

Start Your Preparation with Prepp Mobile App

Download the app from Google Play & App Store
Download the app from Google Play & App Store
Prepp Mobile App