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This question already has an answer here:

The Nearest function accepts a customized distance function. For example, a simple case that works well is

myDist[x_, y_] := Abs[x - y];
data = RandomVariate[UniformDistribution[{0, 1000}], 100];
nf = Nearest[data, DistanceFunction -> myDist]

So for instance, the 5 (random) numbers in data that are nearest 100 are

nf[100, 5]

For this particular function, I could have used DistanceFunction->EuclideanDistance. But I ultimately need more flexibility, to have a distance function that depends on another parameter. A simple example would be something like

myDist2[x_, y_, t_] := If[Abs[x - y] > t, t, Abs[x - y]];

where the distance is sort of as before, but if it is above the value of t, it returns t (the actual function is considerably more complicated, but this one already reveals the problem). The goal is to use myDist2 in some way -- here are some of the statements that don't work

nf = Nearest[data, DistanceFunction -> myDist2[0.5]]
nf = Nearest[data, DistanceFunction -> myDist2[x, y, 0.5]]
nf = Nearest[data, DistanceFunction -> myDist2[#1, #2, 0.5] &]
nf = Nearest[data, DistanceFunction -> myDist2[#1, #2, 0.5]] &
nf = Nearest[data, DistanceFunction -> myDist2[#[[1]], #[[2]], 0.5] &]

(I know some of these don't make any syntactic sense, but they show how I was flailing around.) These give a variety of errors, most of which are that the

The user-supplied distance function myDist2 does not give a real numeric distance

Presumably, these are not calling myDist2 properly. One fix would be to make the third parameter global, but this is probably a bad idea since it is embedded in a pretty complicated setting. So the question is how to add an extra parameter to the user-specified distance function.

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marked as duplicate by R. M. Aug 30 '13 at 1:51

This question has been asked before and already has an answer. If those answers do not fully address your question, please ask a new question.

up vote 1 down vote accepted

You got almost there. Instead of:

DistanceFunction -> myDist2[#1, #2, 0.5] &

You need to do:

DistanceFunction -> (myDist2[#1, #2, 0.5] &)

To understand why this parentheses is needed, you can see this answer

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This is distressingly simple. And the link is both clear (about precedence rules) and your technique of control-dot would have solved my problem (if only I had known about it). – bill s Aug 30 '13 at 1:34
I've already lost a lot of time for not knowing that too! Glad in help. – Murta Aug 30 '13 at 1:42

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