TY - JOUR AU - Koelstra, S. AU - Patras, I. PY - 2013 DA - 2013// TI - Fusion of facial expressions and eeg for implicit affective tagging JO - Image Vis Comput VL - 31 UR - https://doi.org/10.1016/j.imavis.2012.10.002 DO - 10.1016/j.imavis.2012.10.002 ID - Koelstra2013 ER - TY - JOUR AU - Stone, A. A. AU - Shiffman, S. PY - 1994 DA - 1994// TI - Ecological momentary assessment (ema) in behavorial medicine JO - Ann Behav Med VL - 16 ID - Stone1994 ER - TY - JOUR AU - Zhou, F. AU - Qu, X. AU - Helander, M. G. AU - Jiao, J. R. PY - 2011 DA - 2011// TI - Affect prediction from physiological measures via visual stimuli JO - Int J Hum Comput Stud VL - 69 UR - https://doi.org/10.1016/j.ijhcs.2011.07.005 DO - 10.1016/j.ijhcs.2011.07.005 ID - Zhou2011 ER - TY - JOUR AU - Anderson, K. AU - McOwan, P. W. PY - 2006 DA - 2006// TI - A real-time automated system for the recognition of human facial expressions JO - IEEE Trans Syst Man Cybern B Cybern VL - 36 UR - https://doi.org/10.1109/TSMCB.2005.854502 DO - 10.1109/TSMCB.2005.854502 ID - Anderson2006 ER - TY - JOUR AU - Nasoz, F. AU - Alvarez, K. AU - Lisetti, C. L. AU - Finkelstein, N. PY - 2004 DA - 2004// TI - Emotion recognition from physiological signals using wireless sensors for presence technologies JO - Cogn Tech Work VL - 6 UR - https://doi.org/10.1007/s10111-003-0143-x DO - 10.1007/s10111-003-0143-x ID - Nasoz2004 ER - TY - JOUR AU - van der Wal, C. N. AU - Kowalczyk, W. PY - 2013 DA - 2013// TI - Detecting changing emotions in human speech by machine and humans JO - Appl Intell VL - 39 UR - https://doi.org/10.1007/s10489-013-0449-1 DO - 10.1007/s10489-013-0449-1 ID - van der Wal2013 ER - TY - STD TI - Wagner J, Kim J, André E. From physiological signals to emotions: Implementing and comparing selected methods for feature extraction and classification. In: Proceedings of IEEE International Conference on Multimedia and Expo;2005. p. 940–3. ID - ref7 ER - TY - JOUR AU - Kim, J. AU - André, E. PY - 2008 DA - 2008// TI - Emotion recognition based on physiological changes in music listening JO - IEEE Trans Pattern Anal Mach Intell VL - 30 UR - https://doi.org/10.1109/TPAMI.2008.26 DO - 10.1109/TPAMI.2008.26 ID - Kim2008 ER - TY - JOUR AU - Wang, X. W. AU - Nie, D. AU - Lu, B. L. PY - 2014 DA - 2014// TI - Emotional state classification from eeg data using machine learning approach JO - Neurocomputing VL - 129 UR - https://doi.org/10.1016/j.neucom.2013.06.046 DO - 10.1016/j.neucom.2013.06.046 ID - Wang2014 ER - TY - JOUR AU - Frantzidis, C. A. AU - Bratsas, C. AU - Klados, M. A. AU - Konstantinidis, E. AU - Lithari, C. D. AU - Vivas, A. B. AU - Papadelis, C. L. AU - Kaldoudi, E. AU - Pappas, C. AU - Bamidis, P. D. PY - 2010 DA - 2010// TI - On the classification of emotional biosignals evoked while viewing affective pictures: an integrated data-mining-based approach for healthcare applications JO - IEEE Trans Inf Technol Biomed VL - 14 UR - https://doi.org/10.1109/TITB.2009.2038481 DO - 10.1109/TITB.2009.2038481 ID - Frantzidis2010 ER - TY - CHAP AU - Haag, A. AU - Goronzy, S. AU - Schaich, P. AU - Williams, J. PY - 2004 DA - 2004// TI - Emotion recognition using bio-sensors: First steps towards an automatic system BT - Affective Dialogue Systems PB - Springer-Verlag CY - Berlin/Heidelberg ID - Haag2004 ER - TY - JOUR AU - Huang, X. AU - Kortelainen, J. AU - Zhao, G. AU - Li, X. AU - Moilanen, A. AU - Seppänen, T. AU - Pietikäinen, M. PY - 2016 DA - 2016// TI - Multi-modal emotion analysis from facial expressions and electroencephalogram JO - Comp Vision Image Underst VL - 147 UR - https://doi.org/10.1016/j.cviu.2015.09.015 DO - 10.1016/j.cviu.2015.09.015 ID - Huang2016 ER - TY - STD TI - Zhang L, Rukavina S, Gruss S, Traue HC, Hazer D. Classification analysis for the emotion recognition from psychobiological data. In: Proceedings of International Symposium on Companion-Technology: 2015. p. 149–54. ID - ref13 ER - TY - JOUR AU - Picard, R. W. AU - Vyzas, E. AU - Healey, J. PY - 2001 DA - 2001// TI - Toward machine emotional intelligence: Analysis of affective physiological state JO - IEEE Trans Pattern Anal Mach Intell VL - 23 UR - https://doi.org/10.1109/34.954607 DO - 10.1109/34.954607 ID - Picard2001 ER - TY - STD TI - Gu Y, Tan SL, Wong KJ, Ho M-HR, Qu L. Emotion-aware technologies for consumer electronics. In: Proceedings of IEEE International Symposium on Consumer Electronics;2008. p. 1–4. ID - ref15 ER - TY - JOUR AU - Chen, J. AU - Hu, B. AU - Moore, P. AU - Zhang, X. AU - Ma, X. PY - 2015 DA - 2015// TI - Electroencephalogram-based emotion assessment system using ontology and data mining techniques JO - Appl Soft Comput VL - 30 UR - https://doi.org/10.1016/j.asoc.2015.01.007 DO - 10.1016/j.asoc.2015.01.007 ID - Chen2015 ER - TY - STD TI - Yuan G, Lim TS, Juan WK, Ringo HM-H, Li Q. A gmm based 2-stage architecture for multi-subject emotion recognition using physiological responses. In: Proceedings of the 1st Augmented Human International Conference: 2010; p. 3. ID - ref17 ER - TY - STD TI - Gu Y, Tan SL, Wong KJ, Ho M-HR, Qu L. A biometric signature based system for improved emotion recognition using physiological responses from multiple subjects. In: Proceedings of IEEE International Conference on Industrial Informatics: 2010; p. 61–6. ID - ref18 ER - TY - JOUR AU - Koelstra, S. AU - Muhl, C. AU - Soleymani, M. AU - Lee, J. S. AU - Yazdani, A. AU - Ebrahimi, T. AU - Pun, T. AU - Nijholt, A. AU - Patras, I. PY - 2012 DA - 2012// TI - Deap: A database for emotion analysis; using physiological signals JO - IEEE Trans Affect Comput VL - 3 UR - https://doi.org/10.1109/T-AFFC.2011.15 DO - 10.1109/T-AFFC.2011.15 ID - Koelstra2012 ER - TY - JOUR AU - Ressel, J. PY - 1980 DA - 1980// TI - A circumplex model of affect JO - J Pers Soc Psychol VL - 39 UR - https://doi.org/10.1037/h0077714 DO - 10.1037/h0077714 ID - Ressel1980 ER - TY - JOUR AU - Lang, P. J. PY - 1995 DA - 1995// TI - The emotion probe: Studies of motivation and attention JO - Am Psychol VL - 50 UR - https://doi.org/10.1037/0003-066X.50.5.372 DO - 10.1037/0003-066X.50.5.372 ID - Lang1995 ER - TY - JOUR AU - Ro, D. AU - Pe, H. PY - 1974 DA - 1974// TI - Pattern classification and scene analysis JO - IEEE Trans Autom Control VL - 19 UR - https://doi.org/10.1109/TAC.1974.1100577 DO - 10.1109/TAC.1974.1100577 ID - Ro1974 ER - TY - JOUR AU - Dhurandhar, A. AU - Dobra, A. PY - 2013 DA - 2013// TI - Probabilistic characterization of nearest neighbor classifier JO - Int J Mach Learn Cyber VL - 4 UR - https://doi.org/10.1007/s13042-012-0091-y DO - 10.1007/s13042-012-0091-y ID - Dhurandhar2013 ER - TY - STD TI - Quinlan JR. C4. 5: Programs for Machine Learning: Morgan Kaufmann Publishers; 1993. ID - ref24 ER - TY - JOUR AU - Breiman, L. PY - 2001 DA - 2001// TI - Random forests JO - Mach Learn VL - 45 UR - https://doi.org/10.1023/A:1010933404324 DO - 10.1023/A:1010933404324 ID - Breiman2001 ER - TY - JOUR AU - Wagner, J. AU - Andre, E. AU - Lingenfelser, F. AU - Kim, J. PY - 2011 DA - 2011// TI - Exploring fusion methods for multimodal emotion recognition with missing data JO - IEEE Trans Affect Comput VL - 2 UR - https://doi.org/10.1109/T-AFFC.2011.12 DO - 10.1109/T-AFFC.2011.12 ID - Wagner2011 ER - TY - JOUR AU - Verma, G. K. AU - Tiwary, U. S. PY - 2014 DA - 2014// TI - Multimodal fusion framework: A multiresolution approach for emotion classification and recognition from physiological signals JO - NeuroImage VL - 102 UR - https://doi.org/10.1016/j.neuroimage.2013.11.007 DO - 10.1016/j.neuroimage.2013.11.007 ID - Verma2014 ER - TY - JOUR AU - Soleymani, M. AU - Pantic, M. AU - Pun, T. PY - 2012 DA - 2012// TI - Multimodal emotion recognition in response to videos JO - IEEE Trans Affect Comput VL - 3 UR - https://doi.org/10.1109/T-AFFC.2011.37 DO - 10.1109/T-AFFC.2011.37 ID - Soleymani2012 ER -