Exercise · ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-010 · ★★★ Advanced
Let \(f(x,y)=x^2+2y^2\) on the line \(x+y=3\). Find the global minimum of f restricted to that line.
Choose one option.
Show answer
- C. 6 at (2,1)
Explanation
Substituting \(y=3-x\) gives \(g(x)=x^2+2(3-x)^2\), which is convex; its derivative \(6x-12=0\) yields x=2, so y=1 and f=4+2=6. The option with coordinates (1,2) swaps the roles of x and y.
Review the concept: Local and global minima of convex functions
A local minimum of a function is a point where no sufficiently small neighborhood contains smaller values, while a global minimum is a point where the function attains the lowest value over its entire domain.
\[f(x^*) \le f(x) \quad \forall x \in \mathrm{dom}\, f\]
More practice problems: local and global minima of convex functions
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-001 What is the minimum value of f(x)=x^2 over ℝ?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-002 Is the point x=3 a global minimum of f(x)=(x-3)^2 over ℝ?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-003 For f(x)=x^4, what is the global minimum over ℝ?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-004 Which set describes the minimizers of f(x)=|x| over ℝ?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-005 If a convex function has a local minimum at x_0, what can be said?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-006 Let f(x)=(x-2)^2+1 on [0,5]. What is the global minimum and where is it attained?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-007 Let f(x)=x^2-4x over ℝ. What is the global minimum?
- ZW-LOCAL-AND-GLOBAL-MINIMA-OF-CONVEX-FUNCTIONS-008 Let f(x)=e^x on [-1,2]. What is the global minimum?