view trafficintelligence/tests/ml.txt @ 1240:bb14f919d1cb

cleaned use of centile (np only) and added info in classify-objects
author Nicolas Saunier <nicolas.saunier@polymtl.ca>
date Mon, 05 Feb 2024 14:14:14 -0500
parents aafbc0bab925
children
line wrap: on
line source

>>> 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