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Operations preserving monotonicity

Task number: 2973

Which of the following operations performed on non-decreasing functions f a g result in functions that are also non-decreasing: f+g, fg, fg, max, \min\{f,g\}, f\circ g?

  • Resolution

    The assumption that f and g are non-decreasing means that x<y \longrightarrow f(x)\le f(y)\land g(x)\le g(y).

    Sum: (f+g)(x)=f(x)+g(x)\le f(y)+g(y)=(f+g)(y).

    The difference is not necessarily non-decreasing, because if we let g=2f, then f-g=-f, so we obtain a non-increasing function.

    The product is not necessarily non-decreasing, because if we let f(x)=g(x)=x, then f(x)g(x)=x^2, which is not an increasing function.

    Maximum: Assuming without loss of generality that f(x)\le g(x), we get: \max\{f(x),g(x)\}=g(x)\le g(y)\le \max\{f(y),g(y)\}.

    Minimum: Assuming without loss of generality that f(y)\le g(y), we get: \min\{f(x),g(x)\}\le f(x)\le f(y)= \min\{f(y),g(y)\}.

    Composition: x<y \longrightarrow g(x)\le g(y) \longrightarrow (f\circ g)(x)=f(g(x))\le f(g(y))=(f\circ g)(y).

  • Result

    The functions f+g, \max\{f,g\}, \min\{f,g\}, f\circ g are non-descreasing; only f-g a f\cdot g are not necessarily non-decreasing.

Difficulty level: Easy task (using definitions and simple reasoning)
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