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Chapter 1: Problem 31

Show that the function \(f(n)=\left|n^{2} \sin n\right|\) is in neither \(O(n)\) nor \(\Omega(n)\)

Short Answer

Expert verified
The function \(f(n)=\left|n^{2} \sin n\right|\) is neither \( O(n) \) nor \( \Omega(n) \). This is due to the fact that the function does not have an upper or lower bound proportional to \( n \).

Step by step solution

01

Find Upper Bound Using Big-O notation

The definition of Big-O notation is \(f(n) = O(g(n))\) if there exist positive constants \(c\) and \(n_{0}\) such that \(0 \leq f(n) \leq c g(n)\) for all \(n \geq n_{0}\). We apply this definition to function \(f(n)=\left|n^{2} \sin n\right|\) and \(g(n) = n\). Setting \( c = 1\) and \(n_{0} = 1\), we have \(0 \leq |n^{2} sin n|\) which is true, but we cannot find a value of \(n\) that satisfies \(|n^{2} \sin n| \leq n\), since the absolute function can achieve values greater than \(n\). Hence, \(f(n)\) is not in \(O(n)\).
02

Find Lower Bound Using Big-\(\Omega\) notation

The definition of Big-\(\Omega\) notation is \(f(n) = \Omega(g(n))\) if there exist positive constants \(c\) and \(n_{0}\) such that \(0 \leq c g(n) \leq f(n)\) for all \(n \geq n_{0}\). We apply this definition to function \(f(n)=\left|n^{2} \sin n\right|\) and \(g(n) = n\). Choosing \( c = 1\) and \(n_{0} = 1\), we have \(0 \leq n\), which is true, but we cannot find a value of \(n\) that satisfies \(n \leq |n^{2} \sin n|\), since the absolute function can achieve values smaller than \(n\). Therefore, \(f(n)\) is not in \(\Omega(n)\).

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Most popular questions from this chapter

Explain in English what functions are in the following sets. (a) \(n^{C(1)}\) (b) \(O\left(n^{O(1)}\right)\) (c) \(O\left(O\left(n^{O(1)}\right)\right)\)

Discuss the reflexive, symmetric, and transitive properties for asymptotic comparisons \((O, \Omega, \theta, o)\)

Let \(p(n)=a_{4} n^{4}+a_{k-1} n^{k-1}+\dots a_{1} n+a_{0},\) where \(a_{k}>0 .\) Using the Properties of Order in Section \(1.4 .2,\) show that \(p(n) \in \Theta\left(n^{k}\right)\)

Write an algorithm that finds the \(m\) smallest numbers in a list of \(n\) numbers.

Write an algorithm that finds both the smallest and largest numbers in a list of \(n\) numbers, Try to find a method that does at most about \(1.5 n\) comparisons of array items.
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