Optimization proof for Ax > b. Prove that set is convex

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Homework Help Overview

The discussion revolves around proving the convexity of a feasible region defined by linear constraints, specifically the set S = {x: Ax < b}. Participants are exploring the properties of convex sets and the implications of linear combinations of points within this set.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the definition of convexity and attempt to show that a linear combination of points in S remains in S. There is a focus on manipulating the inequalities involved and ensuring the conditions for convexity are met.

Discussion Status

The discussion is ongoing, with participants sharing their attempts to manipulate the inequalities and clarify their understanding of the proof. Some guidance has been offered regarding the necessary steps to show that the linear combination of points remains within the set, but confusion persists about the application of these concepts.

Contextual Notes

Participants express uncertainty about the definitions and properties of convex sets, and there are references to specific materials that define these concepts. The discussion reflects a struggle with the mathematical reasoning required to complete the proof.

retspool
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Homework Statement


Consider a feasible region S defined by a set of linear constraints

S = {x:Ax<b}

Prove that S is convex

Homework Equations



All what i know is that, a set is convex if and only if the elements x, and y of S

ax + (1-a)y belongs to S
for all 0 <a < 1

The Attempt at a Solution



I don't even know where to begin!
 
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so take x,y in S then Ax < b and Ay <b, now take z = ax + (1-a)y

now see if you can show z is in S, using
Az = aAx + (1-a)Ay
 
I still haven't gotten it

I take x,y in S so i have Ax < b and Ay < b

so ax + (1-a)y is in S

now Az = aAx + (1-a)y



what to do now?
 
you know a & (1-a) are both >0

now use what you know about Ax and Ay
 
Ok, i am seriously lost, i don't know where to bring in z from..

I am attaching the only pages where convex sets have been defined and from the material, and with the information given, it seems difficult to prove the above
 
if any point z = ax + (1-a)y is within the set for any x & y, then you have proved it is convex, so all you are trying to show is that
Az < b

Then z is clearly part of the set
 
retspool said:
I still haven't gotten it

I take x,y in S so i have Ax < b and Ay < b

so ax + (1-a)y is in S

now Az = aAx + (1-a)y
No, Az= aAx+(1- a)Ay.

Ax< b and Ay< b since they are both in S. So aAx+ (1-a)Ay< ab+ (1- a)b= b.



what to do now?
 

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