Analysis of Liquid Ensembles for Enhancing the Performance and Accuracy of Liquid State Machines

Liquid state machine (LSM), a bio-inspired computing model consisting of the input sparsely connected to a randomly interlinked reservoir (or liquid) of spiking neurons followed by a readout layer, finds utility in a range of applications varying from robot control and sequence generation to action,...

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Bibliographic Details
Main Authors: Parami Wijesinghe, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-05-01
Series:Frontiers in Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fnins.2019.00504/full