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Multimodal recognition of emotions using a formal computational model
- Source :
- 2012 IEEE International Conference on Complex Systems (ICCS), 2012 IEEE International Conference on Complex Systems (ICCS), IEEE, Nov 2012, Agadir, Morocco. pp.1-6, ⟨10.1109/ICoCS.2012.6458511⟩
- Publication Year :
- 2012
- Publisher :
- IEEE, 2012.
-
Abstract
- International audience; In this paper, we present a multimodal approach for the emotion recognition that takes into account more sources of information (physiological signals, facial expressions, speech, etc). This approach is based on an algebraic representation of emotional states using multidimensional vectors. This multidimensional model provides a powerful mathematical tools for the analysis and the processing of emotions. It permits to integrate information from different modalities (speech, facial expressions, gestures) in order to allow more reliable estimation of emotional states. Indeed, our proposal aims at efficient recognition of emotional state even when it appear to be superposed or masked.
- Subjects :
- Facial expression
Modalities
Speech recognition
[INFO.INFO-CE]Computer Science [cs]/Computational Engineering, Finance, and Science [cs.CE]
05 social sciences
Feature extraction
020206 networking & telecommunications
050109 social psychology
02 engineering and technology
Physiological signals
Speaker recognition
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
Multidimensional model
Vectorial representation
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
ComputerApplications_MISCELLANEOUS
0202 electrical engineering, electronic engineering, information engineering
0501 psychology and cognitive sciences
Emotion recognition
State (computer science)
Psychology
Gesture
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2012 IEEE International Conference on Complex Systems (ICCS)
- Accession number :
- edsair.doi.dedup.....33db2329ba008246cccc12e980cdeaa5
- Full Text :
- https://doi.org/10.1109/icocs.2012.6458511