Reservoir computing using dynamic memristors for temporal information processing

Reservoir computing systems utilize dynamic reservoirs having short-term memory to project features from the temporal inputs into a high-dimensional feature space. A readout function layer can then effectively analyze the projected features for tasks, such as classification and time-series analysis....

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Bibliographic Details
Published in:	Nature communications Vol. 8; no. 1; pp. 2204 - 10
Main Authors:	Du, Chao, Cai, Fuxi, Zidan, Mohammed A., Ma, Wen, Lee, Seung Hwan, Lu, Wei D.
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 19.12.2017 Nature Publishing Group Nature Portfolio
Subjects:	639/166/987 639/925/927/1007 Computer memory Computing time Data processing Handwriting Handwriting recognition Humanities and Social Sciences Information processing Information systems Memristors multidisciplinary Neural networks Neurons Science Science (multidisciplinary) Short term memory Time series Transfer functions
ISSN:	2041-1723, 2041-1723
Online Access:	Get full text
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