Initializing reservoirs with exhibitory and inhibitory signals using unsupervised learning techniques
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86089064" target="_blank" >RIV/61989100:27240/13:86089064 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/13:86089064
Result on the web
<a href="http://dx.doi.org/10.1145/2542050.2542087" target="_blank" >http://dx.doi.org/10.1145/2542050.2542087</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1145/2542050.2542087" target="_blank" >10.1145/2542050.2542087</a>
Alternative languages
Result language
angličtina
Original language name
Initializing reservoirs with exhibitory and inhibitory signals using unsupervised learning techniques
Original language description
The trend of Reservoir Computing (RC) has been gaining prominence in the Neural Computation community since the 2000s. In a RC model there are at least two well-differentiated structures. One is a recurrent part called reservoir, which expands the inputdata and historical information into a high-dimensional space. This projection is carried out in order to enhance the linear separability of the input data. Another part is a memory-less structure designed to be robust and fast in the learning process. RC models are an alternative of Turing Machines and Recurrent Neural Networks to model cognitive processing in the neural system. Additionally, they are interesting Machine Learning tools to Time Series Modeling and Forecasting. Recently a new RC model was introduced under the name of Echo State Queueing Networks (ESQN). In this model the reservoir is a dynamical system which arises from the Queueing Theory. The initialization of the reservoir parameters may influence the model performanc
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/EE2.3.30.0055" target="_blank" >EE2.3.30.0055: New creative teams in priorities of scientific research</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
ACM International Conference Proceeding Series 2013
ISBN
978-1-4503-2454-0
ISSN
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e-ISSN
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Number of pages
8
Pages from-to
53-60
Publisher name
ACM
Place of publication
New York
Event location
Da Nang
Event date
Dec 5, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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