Architectural designs of Echo State Network

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http://eprints.org/relation/isVersionOf http://etheses.bham.ac.uk/id/document/28795 http://eprints.org/relation/isVolatileVersionOf http://etheses.bham.ac.uk/id/document/28795 http://eprints.org/relation/isIndexCodesVersionOf http://etheses.bham.ac.uk/id/document/28795 archive 4031 disk0/00/00/36/10 2013-04-29 13:38:40 2019-01-23 09:56:39 2013-04-29 13:38:40 thesis show 0 Rodan Ali Tino Peter University of Birmingham Architectural designs of Echo State Network unpub QA75 10col_ephy Student's registered name is Alrodan, but publishes as RODAN, Ali It investigates systematically the reservoir construction of Echo State Network (ESN). This thesis proposes two very simple deterministic ESN organisation (Simple Cycle reservoir (SCR) and Cycle Reservoir with Jumps (CRJ). Simple Cycle reservoir (SCR) is sufficient to obtain performances comparable to those of the classical ESN. While Cycle Reservoir with Jumps (CRJ) significantly outperform the those of the classical ESN. This thesis also studies and discusses three reservoir characterisations - short-term memory capacity (MC), eigen-spectrum of the reservoir weight matrix and Lyapunov Exponent with their relation to the ESN performance. It also designs and utilises an ensemble of ESNs with diverse reservoirs whose collective readout is obtained through Negative Correlation Learning (NCL) of ensemble of Multi-Layer Perceptrons (MLP), where each individual MPL realises the readout from a single ESN. Finally, this thesis investigates the relation between two quantitative measures characterising short term memory in input driven dynamical systems, namely the short term memory capacity (MC), and the Fisher memory curve (FMC). 2012-12 2012-05 graduation eng author unchecked This unpublished thesis/dissertation is copyright of the author and/or third parties. The intellectual property rights of the author or third parties in respect of this work are as defined by The Copyright Designs and Patents Act 1988 or as modified by any successor legislation. Any use made of information contained in this thesis/dissertation must be in accordance with that legislation and must be properly acknowledged. Further distribution or reproduction in any format is prohibited without the permission of the copyright holder. public 147 University of Birmingham School of Computer Science d_ph na 2012-12 graduation