Having trouble proving a property of convex sets:

Click For Summary
SUMMARY

A set C is convex if and only if aC + bC = (a+b)C for all nonnegative scalars a and b. The proof begins by assuming C is convex, leading to the conclusion that for any x, y in C, the expression ax + by can be rewritten as (a/(a+b))x1 + (b/(a+b))x2, which demonstrates that x remains in C. This approach utilizes the properties of convex sets, including the fact that the sum of two convex sets is convex and that scalar multiples of convex sets are also convex.

PREREQUISITES
  • Understanding of convex sets and their properties
  • Familiarity with linear combinations and scalar multiplication
  • Knowledge of the definition of convexity in mathematical terms
  • Basic experience with real number intervals as examples of convex sets
NEXT STEPS
  • Study the properties of convex sets in detail, focusing on proofs and examples
  • Explore linear algebra concepts related to vector spaces and convex combinations
  • Learn about the implications of convexity in optimization problems
  • Investigate the relationship between convex sets and geometric interpretations in R1 and higher dimensions
USEFUL FOR

Students in economics or mathematics, particularly those studying convex analysis, optimization, or related fields. This discussion is beneficial for anyone looking to deepen their understanding of convex sets and their properties.

mcah5
Messages
38
Reaction score
0
In my econ homework, I was asked to prove that:
A set C is convex iff a C + b C = (a+b) C for all nonnegative scalars a and b.

All that I'm given is that the definition of a convex set is, for x,y elements of a convex set C:
(1-a) x + a y exists in C, for 0<a<1

My thoughts were to first prove it in the forward direction. So suppose C convex. Then a C + b C = {ax+by : x,y exist in C}. Somehow I need to get this to a C + b C = {(a+b) x : x exist in C}. I'm not seeing how to do this using the definition of a convex set. I can see why this is true geometrically by noting the set a C + b C is simply the b C superimposed on a bunch a C's on the edge, so the new "radius" becomes a+b but this isn't rigorous.

I have already proved that if a set C is convex then for every finite subset and nonegative scalars that sum to 1, the linear combination is also in C; that the sum of two convex sets is convex, and that scalar multiples of convex sets are convex, so I can use those properties but I don't think they help.
 
Physics news on Phys.org
Start by looking at a simple example. Suppose C is an interval in the real numbers (all convex sets in R1 are intervals). Then aC+ bC= {ax1+ bx2} where x1 and x2 are contained in C. You want to prove that there always exist x in C such that ax1+ bx2= (a+ b)x. Well, obviously, x= (ax1+ bx2)/(a+b)= (a/(a+b))x1+ (b/(a+b))x2. Do you see how to prove that x is in C?
 
Ah, I see. Thank you so much for your help.
 
mcah5 said:
In my econ homework, I was asked to prove that:
A set C is convex iff a C + b C = (a+b) C for all nonnegative scalars a and b.

All that I'm given is that the definition of a convex set is, for x,y elements of a convex set C:
(1-a) x + a y exists in C, for 0<a<1

My thoughts were to first prove it in the forward direction. So suppose C convex. Then a C + b C = {ax+by : x,y exist in C}. Somehow I need to get this to a C + b C = {(a+b) x : x exist in C}. I'm not seeing how to do this using the definition of a convex set. I can see why this is true geometrically by noting the set a C + b C is simply the b C superimposed on a bunch a C's on the edge, so the new "radius" becomes a+b but this isn't rigorous.

I have already proved that if a set C is convex then for every finite subset and nonegative scalars that sum to 1, the linear combination is also in C; that the sum of two convex sets is convex, and that scalar multiples of convex sets are convex, so I can use those properties but I don't think they help.

how?
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
Replies
2
Views
2K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 1 ·
Replies
1
Views
4K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K