NexComm 2014
February 23 - 27, 2014
Nice, France

DigitalWorld 2014
March 23 - 27, 2014
Barcelona, Spain

InfoSys 2014
April 20 - 24, 2014
Chamonix, France

BioSciencesWorld 2014
April 20 - 24, 2014
Chamonix, France

ComputationWorld 2014
May 25 - 29, 2014
Venice, Italy

InfoWare 2014
June 22 - 26, 2014
Seville, Spain

DataSys 2014
July 20 - 24, 2014
Paris, France

NexTech 2014
August 24 - 28, 2014
Rome, Italy

SoftNet 2014
October 12 - 16, 2014
Nice, France

NetWare 2014
November 16 - 20, 2014
Lisbon, Portugal

 

ThinkMind // ACHI 2012, The Fifth International Conference on Advances in Computer-Human Interactions // View article achi_2012_9_20_20094


Identification of Optimal Emotion Classifier with Feature Selections Using Physiological Signals

Authors:
Byoung-Jun Park
Eun-Hye Jang
Sang-Hyeob Kim
Chul Huh
Jin-Hun Sohn

Keywords: emotion classification, physiologial signals, prototypes, feature selection, particle swarm optimization

Abstract:
The purpose of this study is to identify optimal algorithm for emotion classification which classify seven different emotional states (happiness, sadness, anger, fear, disgust, surprise, and stress) using physiological features. Skin temperature, photoplethysmography, electrodermal activity and electrocardiogram are recorded and analyzed as physiological signals. For classification problems of the seven emotions, the design involves two main phases. At the first phase, Particle Swarm Optimization selects P % of patterns to be treated as prototypes of seven emotional categories. At the second phase, the PSO is instrumental in the formation of a core set of features that constitute a collection of the most meaningful and highly discriminative elements of the original feature space. The study offers a complete algorithmic framework and demonstrates the effectiveness of the approach for a collection of selected data sets.

Pages: 224 to 229

Copyright: Copyright (c) IARIA, 2012

Publication date: January 30, 2012

Published in: conference

ISSN: 2308-4138

ISBN: 978-1-61208-177-9

Location: Valencia, Spain

Dates: from January 30, 2012 to February 4, 2012

SERVICES CONTACT
2010 - 2014 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy.