Solving 12 Inequalities w/ Neural Networks

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Discussion Overview

The discussion revolves around solving a set of 12 inequalities involving multiple unknowns using neural networks. Participants explore methodologies and software tools that could assist in finding solutions to these inequalities, which are expressed in both greater than or equal to and less than forms.

Discussion Character

  • Exploratory
  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • One participant describes the problem of finding solutions to 12 inequalities involving unknowns and expresses difficulty in starting the solution process.
  • Another participant suggests looking into the Simplex method as a potential algorithm for solving the inequalities.
  • A different participant mentions that linear optimization methods could be effective, specifically referencing Matlab's optimization toolbox as a useful resource.
  • One participant notes that Maple can solve systems of linear inequalities but indicates that its capabilities may be limited.
  • Another participant reiterates the suggestion of the Simplex method, emphasizing its nature as an optimization method.
  • A later reply discusses the approach of treating the problem as a minimization or maximization problem, suggesting that using inequalities as constraints could simplify the process.

Areas of Agreement / Disagreement

Participants generally agree that optimization methods, particularly the Simplex method and linear programming, are relevant to solving the problem. However, there is no consensus on the best approach or software to use, and some limitations of suggested tools are noted.

Contextual Notes

Some participants mention limitations of specific software tools, such as Maple's capabilities being somewhat restricted, but do not resolve the effectiveness of these tools in the context of the problem.

Who May Find This Useful

Individuals interested in optimization methods, particularly in the context of solving systems of inequalities, as well as those looking for software tools to assist in mathematical problem-solving.

ramollari
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This problem appeared while working on a neural networks practical.
There are given 12 inequalities (x_0, x_1, x_2, x_3, x_4 unknown) of the form:

[tex]x_0 + ax_1 + bx_2 + cx_3 + dx_4 >= 0[/tex]

or,

[tex]x_0 + ax_1 + bx_2 + cx_3 + dx_4 < 0[/tex],

and that there exists a set of solutions that satisfy all 12 inequalities. I have to find one of those solutions but I don't know where I can start to attack this problem? I'm unable to apply trial and error, due to the high number of unknowns. I'm not finding a rigorous methodology either. Does anyone have any suggestion? Does any software package exist that aids me to do this?
Thanks a lot!
 
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I think there's an algorithm for this. Look for the Simplex method.
 
Yeah, linear optimization/programming methods will do it for you. For example Matlab has a nice set of tools ... at least if you have access to the optimization toolbox.
 
Maple can solve systems of linear inequalities, though its capabilities are somewhat limited. I'll give a similar problem a try later.
 
Galileo said:
I think there's an algorithm for this. Look for the Simplex method.

I think that this is an optimization method.
 
ramollari said:
I think that this is an optimization method.

That it is ... but the idea still applies if you proceed solving as a minimization / maximization problem using the inequalities as constraint eqs ... then number of eqs wouldn't pose a problem.
 

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