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pub:biraffe [2019/10/21 16:16] – kkutt | pub:biraffe [2020/06/29 13:52] – BIRAFFE2 description kkutt |
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| ====== BIRAFFE2 dataset ====== |
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| <badge>[[https://doi.org/10.5281/zenodo.3865859 |
| |{{https://zenodo.org/badge/DOI/10.5281/zenodo.3865859.png}}]]</badge> |
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| This is our 2nd Study in **Bi**o-**R**eactions **a**nd **F**aces **f**or **E**motion-based Personalization for AI Systems (**BIRAFFE2**). It is a dataset consisting of //**electrocardiogram (ECG)**//, //**galvanic skin response (GSR)**//, changes in //**facial expression**// signals and //**hand movements**// (represented by gamepad's accelerometer and gyroscope) recorded during affect elicitation by means of //**audio-visual stimuli**// (from IADS and IAPS databases) and our proof-of-concept three-level //**emotion evoking game**//. All the signals were captured using portable and low-cost equipment: BITalino (r)evolution kit for ECG and GSR and Creative Live! web camera for face photos (further analyzed by MS Face API). |
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| Besides the signals, the dataset consists also of //**subjects' self-assessment**// of their affective state after each stimuli (in the //**valence and arousal**// dimensions), //**"Big Five" personality traits**// assessment (using NEO-FFI inventory), and //**game involvement**//-related metrics (using GEQ questionnaire). |
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| The whole dataset is available under the [[http://creativecommons.org/licenses/by-nc-nd/4.0/|CC BY-NC-ND 4.0]] licence at **[[https://doi.org/10.5281/zenodo.3865859|Zenodo]]**. |
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| All documents and papers that report on research that uses the BIRAFFE dataset should acknowledge this by citing the paper: |
| Krzysztof Kutt, Dominika Drążyk, Maciej Szelążek, Szymon Bobek and Grzegorz J. Nalepa (2020). **The BIRAFFE2 Experiment. Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems**. HAIW2020: Human-AI Interaction Workshop. Submitted, in review.\\ |
| //(reference will be updated when the paper will be finally published)//\\ |
| Draft of the paper was uploaded with the dataset as the ''_BIRAFFE2-HAIW2020-paper-draft.pdf'' |
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| ====== BIRAFFE1 dataset ====== |
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<badge>[[https://doi.org/10.5281/zenodo.3442143 | <badge>[[https://doi.org/10.5281/zenodo.3442143 |
|{{https://zenodo.org/badge/DOI/10.5281/zenodo.3442143.png}}]]</badge> | |{{https://zenodo.org/badge/DOI/10.5281/zenodo.3442143.png}}]]</badge> |
====== BIRAFFE dataset ====== | |
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We present **BIRAFFE**: **Bi**o-**R**eactions **a**nd **F**aces **f**or **E**motion-based Personalization. | We present **BIRAFFE**: **Bi**o-**R**eactions **a**nd **F**aces **f**or **E**motion-based Personalization. |
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All documents and papers that report on research that uses the BIRAFFE dataset should acknowledge this by **citing the paper**:\\ | All documents and papers that report on research that uses the BIRAFFE dataset should acknowledge this by **citing the paper**:\\ |
Krzysztof Kutt, Dominika Drążyk, Paweł Jemioło, Szymon Bobek, Barbara Giżycka, Victor Rodriguez-Fernandez and Grzegorz J. Nalepa (2019). **BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization**. //AfCAI 2019: Workshop on Affective Computing and Context Awareness in Ambient Intelligence//. Submitted, in review.\\ | Kutt, K., Drążyk, D., Jemioło, P., Bobek, S., Giżycka, B., Rodriguez-Fernandez, V., & Nalepa, G. J. (2020). **BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization**. In G. J. Nalepa, J. M. Ferrandez, J. Palma, & V. Julian (Eds.), [[http://ceur-ws.org/Vol-2609/|Proceedings of the 3rd Workshop on Affective Computing and Context Awareness in Ambient Intelligence (AfCAI 2019) (CEUR-WS Vol. 2609)]]. \\ |
Draft of the paper was uploaded with the dataset as the ''BIRAFFE-AfCAI2019-paper.pdf''. | Final version of the paper was uploaded with the dataset as the ''BIRAFFE-AfCAI2019-paper.pdf''. |
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An extended description of the experiment conducted to obtain the BIRAFFE dataset will be provided in:\\ | |
Krzysztof Kutt, Dominika Drążyk, Szymon Bobek, Barbara Giżycka, Paweł Jemioło and Grzegorz J. Nalepa (2020). **Multimodal emotion detection with use of AI methods and contextual information**. //European Journal of Personality//. Submitted, in review. | |