Let \( f : \mathbb{R} \to \mathbb{R} \) be a function with the property that for every \( y \in \mathbb{R} \), the value of the expression
\[
\sup_{x \in \mathbb{R}} [xy - f(x)]
\]
is finite. Define \( g(y) = \sup_{x \in \mathbb{R}} [xy - f(x)] \) for \(y \in \mathbb{R}\). Then
Show Hint
For a Legendre transform to be finite everywhere,
the original function must grow faster than any linear function — i.e., \(\frac{f(x)}{|x|} \to +\infty.\)
\(f\) must satisfy \(\displaystyle \lim_{|x| \to \infty} \frac{f(x)}{|x|} = +\infty.\)
\(g\) is odd if \(f\) is even.
\(f\) must satisfy \(\displaystyle \lim_{|x| \to \infty} \frac{f(x)}{|x|} = -\infty.\)
Show Solution
Verified By Collegedunia
The Correct Option isA, B
Solution and Explanation
Step 1: Interpretation of the expression.
The function \(g(y)\) defined by \(g(y) = \sup_{x \in \mathbb{R}} [xy - f(x)]\)
is the \textit{Legendre transform} (or convex conjugate) of \(f\).
For the supremum to be finite for all \(y\), the linear function \(xy\)
must eventually be dominated by \(f(x)\) as \(|x| \to \infty.\)
Step 2: Growth condition.
If \(f(x)\) grows slower than linearly, say \(\frac{f(x)}{|x|}\) does not tend to \(+\infty\),
then for some \(y\), \(xy - f(x)\) could become arbitrarily large,
making the supremum infinite.
Thus, we require
\[
\lim_{|x| \to \infty} \frac{f(x)}{|x|} = +\infty.
\]
Step 3: Conclusion.
Hence, (B) is correct.