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Community detection with spiking neural networks for neuromorphic hardware...

by Kathleen E Hamilton, Neena Imam, Travis S Humble
Publication Type
Conference Paper
Journal Name
ACM Digital Library
Publication Date
Page Number
9
Volume
0
Conference Name
Neuromorphic Computing Symposia
Conference Location
Knoxville, Tennessee, United States of America
Conference Sponsor
Oak Ridge National Laboratory
Conference Date
-

We present results related to the performance of an algorithm for community detection which incorporates event-driven computation. We define a mapping which takes a graph 𝒢 to a system of symmetrically connected, spiking neurons and use spike train similarities to identify vertex communities. On a random graph with 128 vertices and known community structure we show how our approach can be used to identify individual communities from spiking neuron responses.