Proving Convexity of Set S with Concave gi Functions

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SUMMARY

The discussion focuses on proving the convexity of the set S defined as S={x| gi(x)≥0, i=1,...,m}, where gi are concave functions on R^n. The initial approach involved using the definition of concavity, specifically f(y)≤f(x)+∇f(x)T(y-x), but the user encountered difficulties in manipulating the inequalities. It was suggested to simplify the problem by first considering the case when m=1, which allows for a clearer demonstration of convexity using the property f(ax+(1-a)y)≥af(x)+(1-a)f(y).

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Homework Statement



Let g1, ..., gm be concave functions on R^n . Prove that the set S={x| gi(x)\geq 0, i=1,...,m} is convex



The Attempt at a Solution



So i tried this using two different definitions.

First i used the definition that says f(y)\leq f(x) + \nablaf(x)T(y-x)

then i substitued f(ax + (1-a)y)\geq af(x) + (1-a)f(y)

and tried to do some manipulations to show that the inequalites wen the other way but that didnt come out right.

Now I am stuck.
 
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any thoughts?
 
How do you show a set is convex?

Can you do this when m=1?
 
we can show a set is convex for for any elements x and y

ax + (1-a)y are in S. for a between 0 and 1. but i don't know how to use that here.
 
OK, so what does it mean for x and y to be in S (this is the given)?

Again, do the m=1 case first, for simplicity.

When you get to it, just use f(ax + (1-a)y) \geq af(x) + (1-a)f(y) for concave, not the other one.
 

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