111. True, or false? Give reasons for your answers.
e. arctan x = O(1)

검증된 단계별 안내

Recall the definition of Big O notation: a function \(f(x)\) is \(O(1)\) as \(x \to \infty\) if there exists a constant \(M\) such that \(|f(x)| \leq M\) for all sufficiently large \(x\).

Consider the behavior of \(\arctan x\) as \(x \to \infty\). The arctangent function approaches a finite limit, specifically \(\frac{\pi}{2}\).

Since \(\arctan x\) approaches a finite constant, it is bounded for all \(x\), meaning there exists some constant \(M\) such that \(|\arctan x| \leq M\) for all \(x\).

Therefore, by the definition of Big O notation, \(\arctan x\) is indeed \(O(1)\) as \(x \to \infty\) because it does not grow without bound but stays within a fixed range.

Conclude that the statement '\(\arctan x = O(1)\)' is true, and the reasoning is based on the boundedness and finite limit of the arctangent function.

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주요 개념

질문에 올바르게 답하기 위해 반드시 이해해야 하는 핵심 개념들은 다음과 같습니다.

Big O Notation

Big O notation describes the upper bound of a function's growth rate as the input approaches a limit, often infinity. It characterizes how a function behaves asymptotically, ignoring constant factors and lower-order terms. For example, f(x) = O(1) means the function is bounded by a constant as x grows large.

Behavior of arctan(x) as x → ∞

The arctan function approaches a finite limit, π/2, as x approaches infinity. This means arctan(x) is bounded and does not grow without bound, which is crucial when analyzing its asymptotic behavior or classifying it using Big O notation.

Asymptotic Boundedness

A function is asymptotically bounded if it remains within fixed limits as the input grows large. Since arctan(x) approaches π/2, it is bounded above and below, making it a constant order function, which aligns with the definition of O(1).

111. True, or false? Give reasons for your answers.e. arctan x = O(1)