Observatorio de I+D+i UPM

Memorias de investigación
Research Publications in journals:
Two Different Approaches of Feature Extraction for Classifying the EEG Signals
Year:2011
Research Areas
  • Information technology and adata processing
Information
Abstract
The electroencephalograph (EEG) signal is one of the most widely used signals in the biomedicine field due to its rich information about human tasks. This research study describes a new approach based on i) build reference models from a set of time series, based on the analysis of the events that they contain, is suitable for domains where the relevant information is concentrated in specific regions of the time series, known as events. In order to deal with events, each event is characterized by a set of attributes. ii) Discrete wavelet transform to the EEG data in order to extract temporal information in the form of changes in the frequency domain over time- that is they are able to extract non-stationary signals embedded in the noisy background of the human brain. The performance of the model was evaluated in terms of training performance and classification accuracies and the results confirmed that the proposed scheme has potential in classifying the EEG signals.
International
Si
JCR
No
Title
IFIP Advances in Information and Communication Technology. Engineering Applications of Neural Networks. Iliadis, L. et al. (Eds.)
ISBN
1868-4238
Impact factor JCR
0
Impact info
Volume
363
10.1007/978-3-642-23957-1
Journal number
From page
229
To page
239
Month
SEPTIEMBRE
Ranking
Participants
  • Autor: Aurora Perez Perez (UPM)
  • Autor: Juan Pedro Caraca-Valente Hernandez (UPM)
  • Autor: JUAN ALFONSO LARA TORRALBO (UPM)
  • Autor: Pari Jahankhani Jahankhani (University of Westminster, Reino Unido)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Grupo de Investigación en Tecnología Informática y de las Comunicaciones: CETTICO
S2i 2019 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)