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Detecting depression using multimodal approach of emotion recognition
- Source :
- International conference on complex systems 2012, International conference on complex systems 2012, Nov 2012, Agadir, Morocco. ⟨10.1109/ICoCS.2012.6458534⟩
- Publication Year :
- 2012
- Publisher :
- HAL CCSD, 2012.
-
Abstract
- International audience; Depression is a growing problem in our society. It causes pain and suffering not only to patients but also to those who care about them. This paper presents a multimodal emotion recognition system that is capable of preventing depression. It consists of detecting persistent negative emotions for early detection of depression. Our proposal is based on an algebraic representation of emotional states using multidimensional vectors. This algebraic model provides powerful mathematical tools for the analysis and the processing of emotions and permits the fusion of complementary information such as facial expression, voice, physiological signals, etc. Experiments results show the efficiency of the proposed method in detecting negative emotions by giving high recognition rate.
- Subjects :
- Speech recognition
Early detection
050109 social psychology
02 engineering and technology
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
0202 electrical engineering, electronic engineering, information engineering
0501 psychology and cognitive sciences
Computer vision
Emotion recognition
Algebra over a field
Depression (differential diagnoses)
Facial expression
business.industry
Pain and suffering
05 social sciences
Multimodal therapy
multimodal emotion recognition
physiological signal
Algebraic model
depression detection
020201 artificial intelligence & image processing
Artificial intelligence
business
Psychology
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- International conference on complex systems 2012, International conference on complex systems 2012, Nov 2012, Agadir, Morocco. ⟨10.1109/ICoCS.2012.6458534⟩
- Accession number :
- edsair.doi.dedup.....e690e2694e91f51320f650091073fe38
- Full Text :
- https://doi.org/10.1109/ICoCS.2012.6458534⟩