What does monotonicity mean here, for a multivariate expression?

Thanks,

-- 
Raul

On Wed, Apr 5, 2023 at 6:44 AM Elijah Stone <[email protected]> wrote:
>
> I know not the first thing about linear programming or numerical optimisation,
> but I have a problem which I think is related; can anyone point me in the
> right direction?
>
> I have a set of variables x y... (usually not more than two, though there
> might be in some cases), and an oracle which can tell, given a value for each
> variable, whether the result is 'good'.  The goal is to construct a model for
> the oracle.
>
> The oracle is reasonably nice: it is continuous and monotonic, but slightly
> noisy; it might end up being locally non-monotonic, but the model should still
> be monotonic.
>
> I expect the oracle can generally be modeled by a simple equation like: 0 < a
> + (b*x) + (c*y)--then the goal is to find values for a, b, and c;--or possibly
> the second-order equivalent of the same; or possibly a piecewise composition
> of such equations.  The model should be fast to evaluate, so it shouldn't have
> any more terms than are necessary to construct a reasonable approximation.
>
> Any pointers?
>
>   -E
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