Identificador persistente para citar o vincular este elemento:
http://hdl.handle.net/10553/75796
Título: | Physical activity classification using resilient backpropagation (RPROP) with multiple outputs | Autores/as: | Maarouf, Mustapha Galván-González, Blas José |
Clasificación UNESCO: | 120304 Inteligencia artificial 120317 Informática |
Palabras clave: | Resilient backpropagation Classification Physical activity monitoring Activity recognition |
Fecha de publicación: | 2013 | Editor/a: | Springer | Publicación seriada: | Lecture Notes in Computer Science | Conferencia: | 14th International Conference on Computer Aided Systems Theory, EUROCAST 2013 | Resumen: | Considerable research has been conducted into the classification of Physical activity monitoring, an important field in computing research. Using artificial neural networks model, this paper explains novel architecture of neural network that can classify physical activity monitoring, recorded from 9 subjects. This work also presents a continuation of benchmarking on various defined tasks, with a high number of activities and personalization, trying to provide better solutions when it comes to face common classification problems. A brief review of the algorithm employed to train the neural network is presented in the first section. We also present and discuss some preliminary results which illustrate the performance and the usefulness of the proposed approach. The last sections are dedicated to present results of many architectures networks. In particular, the experimental section shows that multiple-output approaches represent a competitive choice for classification tasks both for biological purposes, industrial etc. | URI: | http://hdl.handle.net/10553/75796 | ISBN: | 978-3-642-53855-1 | ISSN: | 0302-9743 | DOI: | 10.1007/978-3-642-53856-8_10 | Fuente: | Moreno-Díaz R., Pichler F., Quesada-Arencibia A. (eds) Computer Aided Systems Theory - EUROCAST 2013. Lecture Notes in Computer Science, [ISSN 0302-9743]. Part I, vol 8111, p. 77-83, (2013). Springer, Berlin, Heidelberg. |
Colección: | Actas de congresos |
Citas SCOPUSTM
1
actualizado el 25-ago-2024
Citas de WEB OF SCIENCETM
Citations
1
actualizado el 25-feb-2024
Visitas
143
actualizado el 18-may-2024
Descargas
173
actualizado el 18-may-2024
Google ScholarTM
Verifica
Altmetric
Comparte
Exporta metadatos
Los elementos en ULPGC accedaCRIS están protegidos por derechos de autor con todos los derechos reservados, a menos que se indique lo contrario.