A Multi-Task Cascaded Network for Prediction of Affect, Personality, Mood and Social Context Using EEG Signals

作者: Juan Abdon Miranda-Correa , Ioannis Patras

DOI: 10.1109/FG.2018.00060

关键词:

摘要: … Next, we describe the extracted time and frequency domain EEG features that are used as input for the network. Next, the topology of the multi-task cascaded deep network is presented …

参考文章(26)
Antonio R. Damasio, Thomas J. Grabowski, Antoine Bechara, Hanna Damasio, Laura L.B. Ponto, Josef Parvizi, Richard D. Hichwa, Subcortical and cortical brain activity during the feeling of self-generated emotions Nature Neuroscience. ,vol. 3, pp. 1049- 1056 ,(2000) , 10.1038/79871
Mojtaba Khomami Abadi, Juan Abdon Miranda Correa, Julia Wache, Heng Yang, Ioannis Patras, Nicu Sebe, Inference of personality traits and affect schedule by analysis of spontaneous reactions to affective videos ieee international conference on automatic face gesture recognition. ,vol. 1, pp. 1- 8 ,(2015) , 10.1109/FG.2015.7163100
Mohammad Soleymani, Maja Pantic, Multimedia implicit tagging using EEG signals international conference on multimedia and expo. pp. 1- 6 ,(2013) , 10.1109/ICME.2013.6607623
Fabio Pianesi, Nadia Mana, Alessandro Cappelletti, Bruno Lepri, Massimo Zancanaro, Multimodal recognition of personality traits in social interactions Proceedings of the 10th international conference on Multimodal interfaces - IMCI '08. pp. 53- 60 ,(2008) , 10.1145/1452392.1452404
G. Gomez-Herrero, K. Rutanen, K. Egiazarian, Blind Source Separation by Entropy Rate Minimization IEEE Signal Processing Letters. ,vol. 17, pp. 153- 156 ,(2010) , 10.1109/LSP.2009.2035731
Sander Koelstra, Christian Mühl, Mohammad Soleymani, Jong-Seok Lee, Ashkan Yazdani, Touradj Ebrahimi, Thierry Pun, Anton Nijholt, Ioannis Patras, DEAP: A Database for Emotion Analysis ;Using Physiological Signals IEEE Transactions on Affective Computing. ,vol. 3, pp. 18- 31 ,(2012) , 10.1109/T-AFFC.2011.15
Jennifer Golbeck, Cristina Robles, Karen Turner, Predicting personality with social media Proceedings of the 2011 annual conference extended abstracts on Human factors in computing systems - CHI EA '11. pp. 253- 262 ,(2011) , 10.1145/1979742.1979614
Ruchir Srivastava, Jiashi Feng, Sujoy Roy, Shuicheng Yan, Terence Sim, Don't ask me what i'm like, just watch and listen Proceedings of the 20th ACM international conference on Multimedia - MM '12. pp. 329- 338 ,(2012) , 10.1145/2393347.2393397
David Watson, Auke Tellegen, Toward a consensual structure of mood. Psychological Bulletin. ,vol. 98, pp. 219- 235 ,(1985) , 10.1037/0033-2909.98.2.219