Anomaly Detection with Cortical Learning Algorithm for Smart Homes
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F14%3A00224795" target="_blank" >RIV/68407700:21230/14:00224795 - isvavai.cz</a>
Result on the web
<a href="http://www.researchgate.net/publication/268206597_ANOMALY_DETECTION_WITH_CORTICAL_LEARNING_ALGORITHM_FOR_SMART_HOMES" target="_blank" >http://www.researchgate.net/publication/268206597_ANOMALY_DETECTION_WITH_CORTICAL_LEARNING_ALGORITHM_FOR_SMART_HOMES</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.13140/2.1.2927.8405" target="_blank" >10.13140/2.1.2927.8405</a>
Alternative languages
Result language
angličtina
Original language name
Anomaly Detection with Cortical Learning Algorithm for Smart Homes
Original language description
After a brief introduction to principles of Cortical Learning Algorithm (CLA) and Hierarchical Temporal Memory (HTM) which frame the theory for NuPIC ? a human neocortex-inspired neural network implementation, we focus on practical use-cases in context of Smart Homes: 1) processing bio-signals (ECG classification, prediction, anomaly detection) for the purpose of mobile assisted technologies. 2) prediction of sensory and location data in smart homes. Preliminary results, realized and in-progress projects are presented in this study as well as obstacles and some comparison to other solution for these ML tasks.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of 3rd Conference on Innovations in Assistive Technologies and Health Care
ISBN
978-80-01-05572-4
ISSN
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e-ISSN
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Number of pages
4
Pages from-to
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Publisher name
ČVUT, Fakulta elektrotechnická
Place of publication
Praha
Event location
Praha
Event date
Nov 6, 2014
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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