Batesian mimicry is a form of biological resemblance in which a noxious, or dangerous, organism (the model), equipped with a warning system such as conspicuous colouration, is mimicked by a harmless organism (the mimic). An example would be unrelated species such as Myrmarachne plataleoides, the spider, and the weaver ant Oecophylla smaragdina.
Given that evolution is a random process that doesn't have any pre-defined targets the probability of such convergence in evolutionary history should be nearly zero. My argument is that the search space for a 'nearly optimal' Batesian mimic would be too large and hence any search algorithm would be unable to avoid the curse of dimensionality. Even the sampler, which would need to sample from a wide variety of valid phenotypes in the parameter space would run into serious problems.
The problem of the curse of dimensionality for optimal sampling can be intuitively explained in the following way:
Let's say you have a straight line 100 yards long and you dropped a penny somewhere on it. It wouldn't be too hard to find. You walk along the line and it takes two minutes.
Now let's say you have a square 100 yards on each side and you dropped a penny somewhere on it. It would be pretty hard, like searching across two football fields stuck together. It could take days.
Now a cube 100 yards across. That's like searching a 30-story building the size of a football stadium.
The difficulty of searching through the space gets a lot harder as you have more dimensions.
Here are additional points to clarify what I mean:
My question is whether the Batesian mimic would need to initially be quite similar in morphology to the different species that it's converging to in morphology. In mathematical terms, if the parameter space for the visible morphological features is $(x_1,x_2,...,x_n) \in \mathbb{R}^n$ then convergence is probable if and only if the initial condition lies in a small enough neighborhood of the solution $(q_1,...,q_n)$.
One of the features of the fitness function is that I think there should be exponential payoffs in terms of reproductive success near the solution $\vec{q}$. Further, I think there are probably other very important environmental factors that might lead to such convergence. An arboreal jumping spider of similar size that shares the same environment as leaf-cutter ants is a good example. They would already have similar color among other features in order to blend in the same environment.