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authorMario Mulansky <mario.mulansky@gmx.net>2014-10-16 14:50:26 +0200
committerMario Mulansky <mario.mulansky@gmx.net>2014-10-16 14:50:26 +0200
commit5970a9cfdbecc1af232b7ffe485bdc057591a2b8 (patch)
tree4ec6c23cd624bb33b0e87821541689874e659983 /pyspike
parentd869d4d822c651ea3d094eaf17ba7732bf91136f (diff)
added spike_matrix, refactoring dist matrix functs
Diffstat (limited to 'pyspike')
-rw-r--r--pyspike/__init__.py2
-rw-r--r--pyspike/distances.py52
2 files changed, 44 insertions, 10 deletions
diff --git a/pyspike/__init__.py b/pyspike/__init__.py
index 5146507..d2d5b57 100644
--- a/pyspike/__init__.py
+++ b/pyspike/__init__.py
@@ -10,6 +10,6 @@ from function import PieceWiseConstFunc, PieceWiseLinFunc, average_profile
from distances import isi_profile, isi_distance, \
spike_profile, spike_distance, \
isi_profile_multi, isi_distance_multi, isi_distance_matrix, \
- spike_profile_multi, spike_distance_multi
+ spike_profile_multi, spike_distance_multi, spike_distance_matrix
from spikes import add_auxiliary_spikes, load_spike_trains_from_txt, \
spike_train_from_string, merge_spike_trains
diff --git a/pyspike/distances.py b/pyspike/distances.py
index 9056863..7d7044b 100644
--- a/pyspike/distances.py
+++ b/pyspike/distances.py
@@ -99,9 +99,9 @@ def spike_distance(spikes1, spikes2):
############################################################
-# multi_profile
+# generic_profile_multi
############################################################
-def multi_profile(spike_trains, pair_distance_func, indices=None):
+def generic_profile_multi(spike_trains, pair_distance_func, indices=None):
""" Internal implementation detail, don't call this function directly,
use isi_profile_multi or spike_profile_multi instead.
@@ -203,7 +203,7 @@ def isi_profile_multi(spike_trains, indices=None):
Returns:
- A PieceWiseConstFunc representing the averaged isi distance S_isi(t)
"""
- return multi_profile(spike_trains, isi_profile, indices)
+ return generic_profile_multi(spike_trains, isi_profile, indices)
############################################################
@@ -239,7 +239,7 @@ def spike_profile_multi(spike_trains, indices=None):
Returns:
- A PieceWiseLinFunc representing the averaged spike distance S(t)
"""
- return multi_profile(spike_trains, spike_profile, indices)
+ return generic_profile_multi(spike_trains, spike_profile, indices)
############################################################
@@ -261,17 +261,19 @@ def spike_distance_multi(spike_trains, indices=None):
############################################################
-# isi_distance_matrix
+# generic_distance_matrix
############################################################
-def isi_distance_matrix(spike_trains, indices=None):
- """ Computes the average isi-distance of all pairs of spike-trains.
+def generic_distance_matrix(spike_trains, dist_function, indices=None):
+ """ Internal implementation detail. Don't use this function directly.
+ Instead use isi_distance_matrix or spike_distance_matrix.
+ Computes the time averaged distance of all pairs of spike-trains.
Args:
- spike_trains: list of spike trains
- indices: list of indices defining which spike-trains to use
if None all given spike-trains are used (default=None)
Return:
- a 2D array of size len(indices)*len(indices) containing the average
- pair-wise isi-distance
+ pair-wise distance
"""
if indices is None:
indices = np.arange(len(spike_trains))
@@ -284,7 +286,39 @@ def isi_distance_matrix(spike_trains, indices=None):
distance_matrix = np.zeros((len(indices), len(indices)))
for i, j in pairs:
- d = isi_distance(spike_trains[i], spike_trains[j])
+ d = dist_function(spike_trains[i], spike_trains[j])
distance_matrix[i, j] = d
distance_matrix[j, i] = d
return distance_matrix
+
+
+############################################################
+# isi_distance_matrix
+############################################################
+def isi_distance_matrix(spike_trains, indices=None):
+ """ Computes the time averaged isi-distance of all pairs of spike-trains.
+ Args:
+ - spike_trains: list of spike trains
+ - indices: list of indices defining which spike-trains to use
+ if None all given spike-trains are used (default=None)
+ Return:
+ - a 2D array of size len(indices)*len(indices) containing the average
+ pair-wise isi-distance
+ """
+ return generic_distance_matrix(spike_trains, isi_distance, indices)
+
+
+############################################################
+# spike_distance_matrix
+############################################################
+def spike_distance_matrix(spike_trains, indices=None):
+ """ Computes the time averaged spike-distance of all pairs of spike-trains.
+ Args:
+ - spike_trains: list of spike trains
+ - indices: list of indices defining which spike-trains to use
+ if None all given spike-trains are used (default=None)
+ Return:
+ - a 2D array of size len(indices)*len(indices) containing the average
+ pair-wise spike-distance
+ """
+ return generic_distance_matrix(spike_trains, spike_distance, indices)