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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 \(\sum_{i=1}^n x_i f_i\) equal to ?

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

Understanding the Arithmetico-Geometric Series Sum

The problem asks us to find the value of the summation \(\sum_{i=1}^n x_i f_i\), where the terms \(x_i\) and \(f_i\) are defined as follows:

  • The sequence \(x_i\) is \(1, 2, 3, \dots, n\).
  • The sequence \(f_i\) is \(1, 2^{-1}, 2^{-2}, \dots, 2^{-(n-1)}\).

Let's write out the terms of the sum:

The summation \(S\) can be expressed as:

\(S = \sum_{i=1}^n x_i f_i = 1 \cdot (1) + 2 \cdot (2^{-1}) + 3 \cdot (2^{-2}) + \dots + n \cdot (2^{-(n-1)})\)

This can be rewritten as:

\(S = 1 + \frac{2}{2} + \frac{3}{2^2} + \frac{4}{2^3} + \dots + \frac{n}{2^{n-1}}\)

Identifying the Series Type

This series is an example of an arithmetico-geometric series. This type of series is the product of terms from an arithmetic progression and a geometric progression.

  • The arithmetic part consists of the terms: \(1, 2, 3, \dots, n\) (first term \(a=1\), common difference \(d=1\)).
  • The geometric part consists of the terms: \(1, \frac{1}{2}, \frac{1}{2^2}, \dots, \frac{1}{2^{n-1}}\) (first term \(a'=1\), common ratio \(r = \frac{1}{2}\)).

Step-by-Step Calculation of the Sum

To find the sum \(S\), we can use a standard method for arithmetico-geometric series. Let the common ratio of the geometric part be \(r = \frac{1}{2}\).

  1. Write the sum \(S\): \(S = 1 + \frac{2}{2} + \frac{3}{2^2} + \frac{4}{2^3} + \dots + \frac{n}{2^{n-1}} \quad (*)\)
  2. Multiply the entire equation by the common ratio \(r = \frac{1}{2}\): \(\frac{1}{2}S = \frac{1}{2} + \frac{2}{2^2} + \frac{3}{2^3} + \frac{4}{2^4} + \dots + \frac{n}{2^n} \quad (**)\)
  3. Subtract equation (**) from equation (*): \(S - \frac{1}{2}S = \left(1 + \frac{2}{2} + \frac{3}{2^2} + \dots + \frac{n}{2^{n-1}}\right) - \left(\frac{1}{2} + \frac{2}{2^2} + \dots + \frac{n-1}{2^{n-1}} + \frac{n}{2^n}\right)\) \(\frac{1}{2}S = 1 + \left(\frac{2}{2} - \frac{1}{2}\right) + \left(\frac{3}{2^2} - \frac{2}{2^2}\right) + \dots + \left(\frac{n}{2^{n-1}} - \frac{n-1}{2^{n-1}}\right) - \frac{n}{2^n}\) \(\frac{1}{2}S = 1 + \frac{1}{2} + \frac{1}{2^2} + \frac{1}{2^3} + \dots + \frac{1}{2^{n-1}} - \frac{n}{2^n}\)
  4. The terms \(1 + \frac{1}{2} + \frac{1}{2^2} + \dots + \frac{1}{2^{n-1}}\) form a finite geometric series with first term \(a'=1\), common ratio \(r=\frac{1}{2}\), and \(n\) terms. The sum of this geometric series is given by \(\frac{a'(1-r^n)}{1-r}\). Sum of geometric series = \(\frac{1 \left(1 - \left(\frac{1}{2}\right)^n\right)}{1 - \frac{1}{2}} = \frac{1 - \frac{1}{2^n}}{\frac{1}{2}} = 2 \left(1 - \frac{1}{2^n}\right) = 2 - \frac{2}{2^n} = 2 - \frac{1}{2^{n-1}}\).
  5. Substitute this back into the equation for \(\frac{1}{2}S\): \(\frac{1}{2}S = \left(2 - \frac{1}{2^{n-1}}\right) - \frac{n}{2^n}\) \(\frac{1}{2}S = 2 - \frac{2}{2^n} - \frac{n}{2^n}\) \(\frac{1}{2}S = 2 - \frac{n+2}{2^n}\)
  6. Now, solve for \(S\) by multiplying by 2: \(S = 2 \left(2 - \frac{n+2}{2^n}\right)\) \(S = 4 - \frac{2(n+2)}{2^n}\) \(S = 4 - \frac{n+2}{2^{n-1}}\)
  7. To match the format of the options, express 4 with the denominator \(2^{n-1}\): \(4 = \frac{4 \cdot 2^{n-1}}{2^{n-1}} = \frac{2^2 \cdot 2^{n-1}}{2^{n-1}} = \frac{2^{n+1}}{2^{n-1}}\)
  8. Substitute this back into the expression for \(S\): \(S = \frac{2^{n+1}}{2^{n-1}} - \frac{n+2}{2^{n-1}}\) \(S = \frac{2^{n+1} - (n+2)}{2^{n-1}}\) \(S = \frac{2^{n+1} - n - 2}{2^{n-1}}\)

Final Answer Verification

Comparing our derived sum \(S = \frac{2^{n+1} - n - 2}{2^{n-1}}\) with the given options, we find it matches option 2.

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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
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