Computer Science: An Overview: Global Edition (12th Edition)

Published by Pearson Higher Education
ISBN 10: 1292061162
ISBN 13: 978-1-29206-116-0

Chapter 12 - Theory of Computation - Chapter Review Problems - Page 572: 40

Answer

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Work Step by Step

To determine when the algorithm with time complexity $n^4$ is more efficient than the one with time complexity $4n$, we need to find the values of $n$ for which: $n^4<4n$ We solve for $n$: $n^3<4$ $n<\sqrt[3]4\approx 1.587$ The algorithm with time complexity $n^4$ is more efficient than the one with time complexity $n^4$ only when $n<1.587$. Since $n$ must be a positive integer, the only value that satisfies this is: $n=1$ Therefore for very small input sizes (specifically $n=1$ the $n^4$ algorithm may perform fewer operations than the $4n$ algorithm. But for any larger input, the exponential growth of $n^4$ quickly overtakes the linear growth of $4n$.
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