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An Approach for the Analysis of Perceptual and Gestural Performance During Critical Situations

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Data Driven Approaches in Digital Education (EC-TEL 2017)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 10474))

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Abstract

Our objective is the design of a Virtual Learning Environment to train a person performing a work activity, to acquire non-technical skills during the experience of a critical situation. While the person’s performance level is due to carefully acquired technical skills, how it is maintained in front of criticality depends on non-technical skills, such as decision-making, situation awareness or stress management. Following previous break downs of the domains ill-defined aspects, we focus in this paper on the design of an approach to evaluate the variation of a learner’s performance in front of learning situations showing varying degrees of criticality, in the domains of driving and midwifery.

This research is funded by the French National Research Agency (ANR) via the MacCoy-Critical Project (ANR-14-CE24-0021).

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References

  1. Fletcher, G., Flin, R., McGeorge, P., Glavin, R., Maran, N., Patey, R.: Anaesthetists’ non-technical skills (ANTS): evaluation of a behavioural marker system. Br. J. Anaesth. 90(5), 580–588 (2003)

    Article  Google Scholar 

  2. Bourrier, Y., Jambon, F., Garbay, C., Luengo, V.: An approach to the TEL teaching of non-technical skills from the perspective of an ill-defined problem. In: Verbert, K., Sharples, M., Klobučar, T. (eds.) EC-TEL 2016. LNCS, vol. 9891, pp. 555–558. Springer, Cham (2016). doi:10.1007/978-3-319-45153-4_62

    Chapter  Google Scholar 

  3. Lynch, C., Ashley, K., Aleven, V., Pinkwart, N.: Defining Ill-defined domains; a litera- ture survey. In: Proceedings of the Intelligent Tutoring Systems for Ill-Defined Domains Workshop, ITS 2006, pp. 1–10 (2006)

    Google Scholar 

  4. Fournier-Viger, P., Nkambou, R., Nguifo, E.M.: Building intelligent tutoring systems for ill-defined domains. In: Nkambou, R., Bourdeau, J., Mizoguchi, R. (eds.) Advances in Intelligent Tutoring Systems. Studies in Computational Intelligence, vol. 308, pp. 81–101. Springer, Heidelberg (2010). doi:10.1007/978-3-642-14363-2_5

    Chapter  Google Scholar 

  5. Crundall, D., Chapman, P., Trawley, S., Collins, L., Van Loon, E., Andrews, B., Underwood, G.: Some hazards are more attractive than others: drivers of varying experience respond differently to different types of hazard. Accid. Anal. Prev. 45, 600–609 (2012)

    Article  Google Scholar 

  6. Pan, S.J., Yang, Q.: A survey on transfer learning. IEEE Trans. Knowl. Data Eng. 22(10), 1345–1359 (2010)

    Article  Google Scholar 

  7. Nair, V., Hinton, G.E.: Rectified linear units improve restricted boltzmann machines. In: Proceedings of the 27th International Conference on Machine Learning (ICML 2010), pp. 807–814 (2010)

    Google Scholar 

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Correspondence to Yannick Bourrier .

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Bourrier, Y., Jambon, F., Garbay, C., Luengo, V. (2017). An Approach for the Analysis of Perceptual and Gestural Performance During Critical Situations. In: Lavoué, É., Drachsler, H., Verbert, K., Broisin, J., Pérez-Sanagustín, M. (eds) Data Driven Approaches in Digital Education. EC-TEL 2017. Lecture Notes in Computer Science(), vol 10474. Springer, Cham. https://doi.org/10.1007/978-3-319-66610-5_29

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  • DOI: https://doi.org/10.1007/978-3-319-66610-5_29

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-66609-9

  • Online ISBN: 978-3-319-66610-5

  • eBook Packages: Computer ScienceComputer Science (R0)

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