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[compgeom-discuss] references for plane-fitting problem
I am looking for pointers to references and/or algorithms for the following
problem. Even a standard name for the problem would be helpful for
locating references.
The task is to fit a set of at most k planes to a collection of
n-dimensional points (n >= 3) so as to maximize the number of points within
some distance d of a plane. For n > 3, my geometry gets a bit shaky, but
the idea of a "plane" is something defined by two orthogonal n-dimensional
vectors.
I think this problem is different from a simple plane-fitting problem (or
principal components analysis in the high-dimensional case) because part of
the problem is to also partition the points into k+1 sets (one for each
plane, plus the ones not matched to a plane). Approximate solutions are OK.
Thanks.
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Stina Bridgeman Dept. of Mathematics and Computer Science
bridgeman@hws.edu Hobart and William Smith Colleges
http://math.hws.edu/faculty/bridgeman.html Geneva, NY 14456
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