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Find a recurrence relation that describes the number of comparisons used by the following algorithm: Find the largest and second largest elements of a sequence of n numbers recursively by splitting the sequence into two subsequences with an equal number of terms, or where there is one more term in one subsequence than in the other, at each stage. Stop when subsequences with two terms are reached.

Short Answer

Expert verified

The recurrence relation is

\(\begin{array}{l}f(n) = f(n/2) + f(n/2) + 2\\ = 2f(n/2) + 2\:\\{\rm{when}}\:n = {2^k}\end{array}\)

Step by step solution

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01

Given data

Let \(f(n)\)represents the number of comparisons used by the algorithm described in the exercise prompt for a sequence of numbers.

02

Definition

A recurrence relation is an equation that recursively defines a sequence where the next term is a function of the previous terms.

03

Step 3:

We are interested in finding the largest and second largest element of a sequence ofnumbers.
Let \(f(n)\)represents the number of comparisons used by the algorithm described in the exercise prompt for a sequence ofnumbers.
We divide the list ofnumbers into two subsequence’s with\(n/2\)elements each.
We require\(\;f(n/2)\)comparisons for each subsequence.
To determine the two largest elements in the sequence ofnumbers, we need to first compare the two largest elements in the two subsequences (one comparison), next we compare the smallest element of the two with the second largest element in the other subsequence (one comparison) and then we should know which two elements are the largest in the entire sequence.

Thus, we make \(2\)more comparisons

\(\begin{array}{l}f(n) = f(n/2) + f(n/2) + 2\\ = 2f(n/2) + 2\:\\{\rm{when}}\:n = {2^k}\end{array}\)

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Most popular questions from this chapter

Give a big- \(O\) estimate for the function\(f\)in Exercise\(36\)if\(f\)is an increasing function.

Find the generating function for the finite sequence2,2,2,2,2 .

Find a closed form for the generating function for the sequence\(\left\{ {{a_n}} \right\}\), where

a) \({a_n} = - 1\) for all\(n = 0,1,2, \ldots \).

b) \({a_n} = {2^n}\)for\(n = 1,2,3,4, \ldots \)and\({a_0} = 0\).

c) \({a_n} = n - 1\)for\(n = 0,1,2, \ldots \).

d) \({a_n} = 1/(n + 1)!\)for\(n = 0,1,2, \ldots \)

e) \({a_n} = \left( {\begin{array}{*{20}{l}}n\\2\end{array}} \right)\)for\(n = 0,1,2, \ldots \)

f) \({a_n} = \left( {\begin{array}{*{20}{c}}{10}\\{n + 1}\end{array}} \right)\)for\(n = 0,1,2, \ldots \)

Show that the algorithm from Exercise \({24}\) has worst-case time complexity \({O}\left( {{log n}} \right)\)in terms of the number of comparisons.

Explain how generating functions can be used to find the number of ways in which postage of r cents can be pasted on an envelope using 3-cent, 4-cent, and 20-cent stamps.

a) Assume that the order the stamps are pasted on does not matter.

b) Assume that the stamps are pasted in a row and the order in which they are pasted on matters.

c) Use your answer to part (a) to determine the number of ways 46 cents of postage can be pasted on an envelope using 3 -cent, 4-cent, and 20-cent stamps when the order the stamps are pasted on does not matter. (Use of a computer algebra program is advised.)

d) Use your answer to part (b) to determine the number of ways 46 cents of postage can be pasted in a row on an envelope using 3-cent, 4 -cent, and 20 -cent stamps when the order in which the stamps are pasted on matters.

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