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June 29, 2016 19:05
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Cluster vectors by their similarity defined by a tolerance vector
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require 'matrix' | |
tolerance = Vector[5, 5, 5] | |
elements = [Vector[2, 1, 4], Vector[20, 100, 25], Vector[21, 98, 21], Vector[1, 2, 3]] | |
clusters = [] | |
while(elements.any?) | |
element = elements.pop | |
cluster, elements = elements.partition do |elem| | |
diff = tolerance - (elem - element).map(&:abs) | |
diff.all? { |s| s > 0 } | |
end | |
clusters << (cluster << element) | |
end | |
clusters.each { |cluster| p cluster } | |
# [Vector[2, 1, 4], Vector[1, 2, 3]] | |
# [Vector[20, 100, 25], Vector[21, 98, 21]] |
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