view trafficintelligence/tests/ml.txt @ 1242:4cd8ace3552f

major update for classification, allowing the use of neural network classification
author Nicolas Saunier <nicolas.saunier@polymtl.ca>
date Wed, 07 Feb 2024 11:43:03 -0500
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