Convex Function on Many variables on an interval

Click For Summary
SUMMARY

The discussion centers on proving that the function f(x) = x1x2 is convex on the interval [a, ma]T, where a ≥ 0 and m ≥ 1. The convexity condition is defined using the inequality f(λx + (1-λ)y) ≤ λf(x) + (1-λ)f(y) for all x, y in ℝ and λ in [0, 1]. Participants express uncertainty about applying the convexity definition to multiple variables and the implications of the interval notation [a, ma]T, which is clarified to represent points in ℝ² with x1 = a and x2 = ma.

PREREQUISITES
  • Understanding of convex functions and their properties
  • Familiarity with multivariable calculus
  • Knowledge of vector notation and operations
  • Basic concepts of inequalities in mathematical proofs
NEXT STEPS
  • Study the properties of convex functions in multivariable calculus
  • Learn about the implications of the convexity condition in higher dimensions
  • Explore examples of convex functions and their graphical representations
  • Investigate the significance of interval notation in mathematical contexts
USEFUL FOR

Students in mathematics, particularly those studying calculus or optimization, as well as educators looking for examples of convex functions in multiple dimensions.

curiousguy23
Messages
9
Reaction score
0

Homework Statement


Show that f(x) = x1x2 is a convex function on [a,ma]T where a [itex]\geq[/itex] 0
and m [itex]\geq[/itex] 1.


Homework Equations


By definition f is convex iff

[itex]\forall x,y\in \Re \quad \wedge \quad \forall \lambda :\quad 0\le \lambda \le 1\quad \Rightarrow \quad f\left( \lambda x+(1-\lambda )y \right) \le \lambda f\left( x \right) +(1-\lambda )f\left( y \right)[/itex]


The Attempt at a Solution



I am not really sure how to go about this. Firstly I was thinking on how to apply the above relation to multiple variables. I would assume that it applies in general and in this case x and y would be a vector of variables, but I still don't know how the proof follows. Also I am not sure is how the interval [a,ma]T plays into the equation.
 
Last edited:
Physics news on Phys.org
curiousguy23 said:

Homework Statement


Show that f(x) = x1x2 is a convex function on [a,ma]T where a [itex]\geq[/itex] 0
and m [itex]\geq[/itex] 1.


Homework Equations


By definition f is convex iff

[itex]\forall x,y\in \Re \quad \wedge \quad \forall \lambda :\quad 0\le \lambda \le 1\quad \Rightarrow \quad f\left( \lambda x+(1-\lambda )y \right) \le \lambda f\left( x \right) +(1-\lambda )f\left( y \right)[/itex]


The Attempt at a Solution



I am not really sure how to go about this. Firstly I was thinking on how to apply the above relation to multiple variables. I would assume that it applies in general and in this case x and y would be a vector of variables, but I still don't know how the proof follows. Also I am not sure is how the interval [a,ma]T plays into the equation.

What is meant by [a,ma]T? I doubt that [a,ma] is a 1-dimensional interval, because what in the world would possibly be meant by the transpose of an interval? My guess would be that [a,ma] means a point in R2 of the form x1 = a, x2 = ma. However, that is just a guess.

RGV
 
Ray Vickson said:
What is meant by [a,ma]T? I doubt that [a,ma] is a 1-dimensional interval, because what in the world would possibly be meant by the transpose of an interval? My guess would be that [a,ma] means a point in R2 of the form x1 = a, x2 = ma. However, that is just a guess.

RGV

Yes you are right in this, sorry I did not stipulate this, x1= a and x2=ma=mx1
 

Similar threads

  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K
Replies
6
Views
3K
Replies
8
Views
2K