Chapter 7: Problem 4
Which of the following functions grow faster than \(x^{2}\) as \(x \rightarrow \infty ?\) Which grow at the same rate as \(x^{2} ?\) Which grow slower? a. \(x^{2}+\sqrt{x}\) b. \(10 x^{2}\) c. \(x^{2} e^{-x}\) d. \(\log _{10}\left(x^{2}\right)\) e. \(x^{3}-x^{2}\) f. \((1 / 10)^{x}\) g. \((1.1)^{x}\) h. \(x^{2}+100 x\)
Short Answer
Step by step solution
Identify the Function Dominance
Growth Analysis of x^{2}+\sqrt{x}
Growth Analysis of 10x^{2}
Growth Analysis of x^{2}e^{-x}
Growth Analysis of \log _{10}(x^{2})
Growth Analysis of x^{3}-x^{2}
Growth Analysis of (1/10)^{x}
Growth Analysis of (1.1)^{x}
Growth Analysis of x^{2}+100x
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Polynomial Dominance
Exponential Growth
Logarithmic Growth
Comparative Growth Rates
For instance, \(x^3-x^2\) grows faster due to the higher degree of \(x^3\). Meanwhile, \(x^2 + \sqrt{x}\) grows at the same rate as \(x^2\), since the dominant term is still \(x^2\). Functions such as \(x^2e^{-x}\) and \(\log_{10}(x^2)\) show slower growth compared to \(x^2\).
Understanding comparative growth rates helps one prioritize efforts in deriving long-term behaviors of complex functions. It provides a clearer view of how they might scale compared to others as limits push towards infinity, helping in fields as varied as algorithm analysis and economic forecasting.