The echo state network (ESN) is a recurrent neural network with a sparsely connected hidden layer (with typically 1% connectivity). The connectivity and weights of hidden neurons are randomly assigned and are fixed. The weights of output neurons can be learned so that the network can (re)produce specific temporal patterns.
Showing posts with label liquid state machine. Show all posts
Showing posts with label liquid state machine. Show all posts
2015-04-20
Echo state network - Wikipedia, the free encyclopedia
http://en.wikipedia.org/wiki/Echo_state_network
An overview of reservoir computing: theory, applications and implementations
https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2007-8.pdf
This tutorial will give an overview of current research on theory, application and implementations of Reservoir Computing.