Assessment of Multivariate Neural Time Series by Phase Synchrony Clustering in a Time-Frequency-Topography Representation

Algorithm 1

Multivariate Time Series Clustering by Phase Synchrony (mCPS).

⊳: total peak frequencies

⊳: number of discrete time EEG samples

⊳: number of EEG channels

⊳: magnitude of mean resultant vector

⊳: threshold value of

for to do

for to do

CreateFuzzyClusters (

ConvertToHardClusters ()

end for

end for

procedure CREATEFUZZYCLUSTERS

for to do

Initialize new empty cluster

Add electrode to

for to do

Compute between and

if then

Add electrode to

end if

end for

end for

return

end procedure

procedure CONVERTTOHARDCLUSTERS

with intersections

for all do

Compute

with maximum value of

Eliminate intersected elements from all clusters

end for

end procedure