Sleep scoring using artificial neural networks

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14110%2F12%3A00057213" target="_blank" >RIV/00216224:14110/12:00057213 - isvavai.cz</a>
Alternative codes found
RIV/00216305:26220/12:PU93342
Result on the web
<a href="http://dx.doi.org/10.1016/j.smrv.2011.06.003" target="_blank" >http://dx.doi.org/10.1016/j.smrv.2011.06.003</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.smrv.2011.06.003" target="_blank" >10.1016/j.smrv.2011.06.003</a>

Result language
angličtina
Original language name
Sleep scoring using artificial neural networks
Original language description
Rapid development of computer technologies leads to the intensive automation of many different processes traditionally performed by human experts. One of the spheres characterized by the introduction of new high intelligence technologies substituting analysis performed by humans is sleep scoring. This refers to the classification task and can be solved e next to other classification methods e by use of artificial neural networks (ANN). ANNs are parallel adaptive systems suitable for solving of nonlinearproblems. Using ANN for automatic sleep scoring is especially promising because of new ANN learning algorithms allowing faster classification without decreasing the performance. Both appropriate preparation of training data as well as selection of the ANN model make it possible to perform effective and correct recognizing of relevant sleep stages. Such an approach is highly topical, taking into consideration the fact that there is no automatic scorer utilizing ANN technology available a
Czech name
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Czech description
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Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
FH - Neurology, neuro-surgery, nuero-sciences
OECD FORD branch
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Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>Z - Vyzkumny zamer (s odkazem do CEZ)

Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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