Mercurial > hg > nsaunier > traffic-intelligence
view trafficintelligence/tests/ml.txt @ 1081:346b41cbc81a
added code idea from Paul St Aubin
| author | Nicolas Saunier <nicolas.saunier@polymtl.ca> |
|---|---|
| date | Sat, 21 Jul 2018 22:36:47 -0400 |
| parents | aafbc0bab925 |
| children |
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>>> from math import fabs >>> from numpy import ones >>> from trafficintelligence.ml import prototypeCluster >>> nTrajectories = 7 >>> similarityFunc = lambda x, y: 1.-fabs(x-y)/(nTrajectories-1) >>> similarities = -ones((nTrajectories, nTrajectories)) >>> prototypeIndices = prototypeCluster(range(nTrajectories), similarities, 1., similarityFunc, optimizeCentroid = True) # too large to be similar >>> len(prototypeIndices) == nTrajectories True >>> # could use lists to have a length
