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2015 | OriginalPaper | Chapter

Automatic Classification and Prediction of Attitudes: Audio - Visual Analysis of Video Blogs

Authors : Noor Alhusna Madzlan, Yuyun Huang, Nick Campbell

Published in: Speech and Computer

Publisher: Springer International Publishing

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Abstract

This paper reports a study of automatic attitude recognition from a collection of over 500 segments of our video blog data. We annotated and analysed 3 different attitudinal states of the speakers. Following that, we extracted and analysed prosodic and visual features relevant to the classification task. We use machine learning methods and techniques to attain better understanding of the feature sets and their contribution to the prediction model.

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Literature
1.
go back to reference Gobl, C., Ní Chasaide, A.: The role of voice quality in communicating emotion, mood and attitude. Speech Commun. 40(1–2), 189–212 (2003)CrossRefMATH Gobl, C., Ní Chasaide, A.: The role of voice quality in communicating emotion, mood and attitude. Speech Commun. 40(1–2), 189–212 (2003)CrossRefMATH
2.
go back to reference Henrichsen, P.J., Allwood, J.: Predicting the attitude flow in dialogue based on multi-modal speech cues. In: NEALT Proceedings Series (2012) Henrichsen, P.J., Allwood, J.: Predicting the attitude flow in dialogue based on multi-modal speech cues. In: NEALT Proceedings Series (2012)
3.
go back to reference Mac, D.-K., et al.: Cross-cultural perception of vietnamese audio-visual prosodic attitudes. In: Speech Prosody (2010) Mac, D.-K., et al.: Cross-cultural perception of vietnamese audio-visual prosodic attitudes. In: Speech Prosody (2010)
4.
go back to reference Baumeister, R.F., Finkel, E.J.: Advanced Social Psychology: The State of the Science. Oxford University Press, USA (2010) Baumeister, R.F., Finkel, E.J.: Advanced Social Psychology: The State of the Science. Oxford University Press, USA (2010)
5.
go back to reference Wen, G., et al.: A survey of videoblogging technology on the web. ACM Comput. Surv. (CSUR) 42(4), 15–78 (2010) Wen, G., et al.: A survey of videoblogging technology on the web. ACM Comput. Surv. (CSUR) 42(4), 15–78 (2010)
6.
go back to reference Biel, J.I., Aran, O., Gatica-Perez, D.: You are known by how you vlog: personality impressions and nonverbal behavior in YouTube. In: ICWSM (2011) Biel, J.I., Aran, O., Gatica-Perez, D.: You are known by how you vlog: personality impressions and nonverbal behavior in YouTube. In: ICWSM (2011)
7.
go back to reference Morency, L.P., Mihalcea, R., Doshi, P.: Towards multimodal sentiment analysis: harvesting opinions from the web. In: Proceedings of the 13th International Conference on Multimodal Interfaces, pp. 169–176 (2011) Morency, L.P., Mihalcea, R., Doshi, P.: Towards multimodal sentiment analysis: harvesting opinions from the web. In: Proceedings of the 13th International Conference on Multimodal Interfaces, pp. 169–176 (2011)
8.
go back to reference Madzlan, N., et al.: Automatic recognition of attitudes in video blogs - prosodic and visual feature analysis. In: INTERSPEECH (2014) Madzlan, N., et al.: Automatic recognition of attitudes in video blogs - prosodic and visual feature analysis. In: INTERSPEECH (2014)
9.
go back to reference Ekman, P.: About brows: emotional and conversational signals. In: von Cranach, M., Foppa, K., Lepenies, W., Ploog, D. (eds.) Human Ethology, pp. 169–249. Cambridge University Press, Cambridge (1979) Ekman, P.: About brows: emotional and conversational signals. In: von Cranach, M., Foppa, K., Lepenies, W., Ploog, D. (eds.) Human Ethology, pp. 169–249. Cambridge University Press, Cambridge (1979)
10.
go back to reference Sadrô, J., Jarudi, I., Sinhaô, P.: The role of eyebrows in face recognition. Perception 32(3), 285–293 (2003)CrossRef Sadrô, J., Jarudi, I., Sinhaô, P.: The role of eyebrows in face recognition. Perception 32(3), 285–293 (2003)CrossRef
11.
go back to reference Anllo-Vento, L., Hillyard, S.A.: Selective attention to the color and direction of moving stimuli: electrophysiological correlates of hierarchical feature selection. Percept. Psychophys. 58(2), 191–206 (1996)CrossRef Anllo-Vento, L., Hillyard, S.A.: Selective attention to the color and direction of moving stimuli: electrophysiological correlates of hierarchical feature selection. Percept. Psychophys. 58(2), 191–206 (1996)CrossRef
12.
go back to reference Chih-Chung, C., Chih-Jen, L.: LIBSVM: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2(3), 27:1–27:27 (2011) Chih-Chung, C., Chih-Jen, L.: LIBSVM: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2(3), 27:1–27:27 (2011)
Metadata
Title
Automatic Classification and Prediction of Attitudes: Audio - Visual Analysis of Video Blogs
Authors
Noor Alhusna Madzlan
Yuyun Huang
Nick Campbell
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-23132-7_12

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