[SciPy-user] (OT) Grouping of data points.
Stephen Walton
stephen.walton at csun.edu
Wed Nov 30 15:10:03 CST 2005
Bill Dandreta wrote:
>This is probably not the best place to ask this question but maybe
>someone can point me in the right direction.
>
>I have a set of 2-D data points. Is there an algorithm for selecting
>subsets of data points that have nearly equal spacing in one dimension.
>
>
You need graph theory. I just did a similar project (in MATLAB, but
anyway) having to do with sunspots. I needed to put sunspots into
groups by finding sunspots which were "close" in latitude and
longitude. The eventual algorithm looked like this:
1. For each point i, compute its distance from point j. (This part of
the algorithm is n**2, unfortunately.) Set A[i,j] and A[j,i] to 1 if
the distance is less than some value, and 0 if it is greater. A is in
fact an adjacency graph in MATLAB-ese, where A[i,j] is nonzero if vertex
i of a graph is connected to vertex j by an edge. "Distance" here can
have any definition of course; it doesn't have to be Cartesian.
2. Find the components in the resulting graph, defined as those sets of
vertices which are in fact connected. The algorithm for doing this is
at http://www.ececs.uc.edu/~gpurdy/lec20.html, in section 20.2.
I also recommend the graph theory tutorial at
http://www.utm.edu/departments/math/graph.
Stephen Walton
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