Fast human activity recognition based on a massively parallel implementation of random forest
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F16%3A86100038" target="_blank" >RIV/61989100:27240/16:86100038 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/16:86100038
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-662-49390-8_16" target="_blank" >http://dx.doi.org/10.1007/978-3-662-49390-8_16</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-662-49390-8_16" target="_blank" >10.1007/978-3-662-49390-8_16</a>
Alternative languages
Result language
angličtina
Original language name
Fast human activity recognition based on a massively parallel implementation of random forest
Original language description
This article elaborates on the task of Human Activity Recognition being solved with the Random Forest algorithm. A performance measure is provided in terms of both recognition accuracy and computation speed. In addition, the Random Forest algorithm was implemented using CUDA, a technology providing options for massively parallel computations on low-cost hardware. The results suggest that Random Forest is a suitable and highly reliable technique for recognising human activities and that Graphics Processing Units can significantly improve the computation times of this otherwise rather time-consuming algorithm. (C) Springer-Verlag Berlin Heidelberg 2016.
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/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2016
Confidentiality
C - Předmět řešení projektu podléhá obchodnímu tajemství (§ 504 Občanského zákoníku), ale název projektu, cíle projektu a u ukončeného nebo zastaveného projektu zhodnocení výsledku řešení projektu (údaje P03, P04, P15, P19, P29, PN8) dodané do CEP, jsou upraveny tak, aby byly zveřejnitelné.
Data specific for result type
Article name in the collection
Lecture Notes in Computer Science. Volume 9622
ISBN
978-3-662-49389-2
ISSN
0302-9743
e-ISSN
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Number of pages
10
Pages from-to
169-178
Publisher name
Springer-Verlag Berlin Heidelberg
Place of publication
Berlin Heidelberg
Event location
Danang
Event date
Mar 14, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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