Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation

Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation

The SPADE (spatio-temporal Spike PAttern Detection and Evaluation) method was developed to find reoccurring spatio-temporal patterns in neuronal spike activity (parallel spike trains). However, depending on the number of spike trains and the length of recording, this method can exhibit long runtimes...

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Bibliographic Details
Main Authors: Florian Porrmann, Sarah Pilz, Alessandra Stella, Alexander Kleinjohann, Michael Denker, Jens Hagemeyer, Ulrich Rückert
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Neuroinformatics
Subjects:
FP-growth
pattern mining
spike train analysis
embedded devices
performance optimization
low power
Online Access:https://www.frontiersin.org/articles/10.3389/fninf.2021.723406/full

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https://www.frontiersin.org/articles/10.3389/fninf.2021.723406/full

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