scholarly journals Bray-Curtis Metrics as Measure of Liquid State Machine Separation Ability in Function of Connections Density

2015 ◽  
Vol 51 ◽  
pp. 2948-2951 ◽  
Author(s):  
Grzegorz M. Wojcik ◽  
Marcin Ważny
Keyword(s):  
Liquid State ◽  
State Machine

A Hardware Aware Liquid State Machine Generation Framework

2021 ◽  
Author(s):  
Shiying Wang ◽  
Ziyang Kang ◽  
Lei Wang ◽  
Shiming Li ◽  
Lianhua Qu
Keyword(s):  
Liquid State ◽  
State Machine

Chaotic Liquid State Machine

2015 ◽  
Vol 9 (4) ◽  
pp. 1-20
Author(s):  
Mario Antoine Aoun ◽  
Mounir Boukadoum
Keyword(s):  
Liquid State ◽  
State Machine ◽  
Spiking Neurons ◽  
Signature Verification ◽  
Time Varying ◽  
Plasticity Mechanism ◽  
Online Signature ◽  
Online Signature Verification ◽  
One Class Classifier ◽  
Classification Capability

The authors implement a Liquid State Machine composed from a pool of chaotic spiking neurons. Furthermore, a synaptic plasticity mechanism operates on the connection weights between the neurons inside the pool. A special feature of the system's classification capability is that it can learn the class of a set of time varying inputs when trained from positive examples only, thus, it is a one class classifier. To demonstrate the applicability of this novel neurocomputing architecture, the authors apply it for Online Signature Verification.

CompressedCache: Enabling Storage Compression on Neuromorphic Processor for Liquid State Machine

2021 ◽  
pp. 437-451
Author(s):  
Zhijie Yang ◽  
Rui Gong ◽  
Lianhua Qu ◽  
Ziyang Kang ◽  
Li Luo ◽  
...  
Keyword(s):  
Liquid State ◽  
State Machine

Handwritten signatures recognition using Liquid State Machine

2011 ◽  
Vol 3 (2) ◽  
pp. 148 ◽  
Author(s):  
Souaad Belhia ◽  
Mohamed Benyettou ◽  
Ahmed Lehireche
Keyword(s):  
Liquid State ◽  
State Machine
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