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Title:

ReLiCADA: Reservoir Computing Using Linear Cellular Automata design algorithm

Document type:
Zeitschriftenaufsatz
Author(s):
Kantic, Jonas; Legl, Fabian C.; Stechele, Walter; Hermann, Jakob
Abstract:
In this paper, we present a novel algorithm to optimize the design of Reservoir Computing using Cellular Automata models for time series applications. Besides selecting the models’ hyperparameters, the proposed algorithm particularly solves the open problem of Linear Cellular Automaton rule selection. The selection method pre-selects only a few promising candidate rules out of an exponentially growing rule space. When applied to relevant benchmark datasets, the selected rules achieve low errors,...     »
Keywords:
AkiSens
Dewey Decimal Classification:
620 Ingenieurwissenschaften
Journal title:
Complex & Intelligent Systems
Year:
2024
Year / month:
2024-02
Language:
en
Fulltext / DOI:
doi:10.1007/s40747-023-01330-x
Publisher:
Springer Science and Business Media LLC
E-ISSN:
2199-45362198-6053
Date of publication:
13.02.2024
TUM Institution:
Lehrstuhl für Integrierte Systeme
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