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2015 | OriginalPaper | Buchkapitel

Behavior Clustering and Explicitation for the Study of Agents’ Credibility: Application to a Virtual Driver Simulation

verfasst von : Kévin Darty, Julien Saunier, Nicolas Sabouret

Erschienen in: Agents and Artificial Intelligence

Verlag: Springer International Publishing

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Abstract

The aim of this article is to provide a method for evaluating the credibility of agents’ behaviors in immersive multi-agent simulations. It is based on a quantitative data collection from both humans and agents simulation logs during an experiment. These data allow us to semi-automatically extract behavior clusters. In order to obtain explicit information about the behaviors, we analyze questionnaires filled by the users and annotations filled by a second set of participants. It enables to draw user categories related to their behavior in the context of the simulation or of their real life habits. We then study the similarities between behavior clusters, user categories, and participants’ annotations. Afterwards, we evaluate the agents’ credibility and make their behaviors explicit by comparing human behaviors to agent ones according to user categories and annotations. Our method is applied to the study of virtual driver simulation through an immersive driving simulator.

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Vorheriges Kapitel Design and Simulation of a Low-Resource Processing Platform for Mobile Multi-agent Systems in Distributed Heterogeneous Networks

Nächstes Kapitel Knowledge Gradient for Online Reinforcement Learning

except for the human or simulated agent question which is not related to the adopted behavior.

Arthur, D., Vassilvitskii, S.: k-means++: The advantages of careful seeding. In: Proceedings of the Eighteenth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1027–1035. Society for Industrial and Applied Mathematics (2007)

Berndt, D., Clifford, J.: Using dynamic time warping to find patterns in time series. KDD workshop. 10, 359–370 (1994)

Burkhardt, J.M., Bardy, B., Lourdeaux, D.: Immersion, réalisme et présence dans la conception et l’évaluation des environnements virtuels. Psychol. française 48(2), 35–42 (2003)

Caillou, P., Gil-Quijano, J.: Simanalyzer: Automated description of groups dynamics in agent-based simulations. In: Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems, Vol. 3, pp. 1353–1354. International Foundation for Autonomous Agents and Multiagent Systems (2012)

Caliński, T., Harabasz, J.: A dendrite method for cluster analysis. Commun. Stat.-Theory Methods 3(1), 1–27 (1974)MathSciNetCrossRefMATH

Champion, A., Éspié, S., Auberlet, J.M.: Behavioral road traffic simulation with archisim. In: Summer Computer Simulation Conference, pp. 359–364. Society for Computer Simulation International (1998, 2001)

Champion, A., Zhang, M.Y., Auberlet, J.M., Espié, S.: Behavioral simulation: Towards high-density network traffic studies. In: ASCE (2002)

Drogoul, A., Corbara, B., Fresneau, D.: Manta New experimental results on the emergence of (artificial) ant societies. In: Gilbert, N., Conte, R. (eds.) Artificial Societies the Computer Simulation of Social Life, pp. 190–211. UCL Press, London (1995)

Fontaine, G.: The experience of a sense of presence in intercultural and international encounters. Presence: Teleoperators Virtual Environ. 1(4), 482–490 (1992)CrossRef

10.

Gonçalves, J., Rossetti, R.J.F.: Extending sumo to support tailored driving styles. In: 1st SUMO User Conference, DLR, Berlin Adlershof, Germany, vol. 21, pp. 205–211 (2013)

11.

Hubert, L., Arabie, P.: Comparing partitions. J. classif. 2(1), 193–218 (1985)CrossRefMATH

12.

Javeau, C.: L’enquête par questionnaire: manuel à l’usage du praticien. Editions de l’Université de Bruxelles (1978)

13.

Kohonen, T.: The self-organizing map. Proc. IEEE 78(9), 1464–1480 (1990)CrossRef

14.

Leplat, J.: Simulation et simulateur: principes et usages. Regards sur l’activité en situation de travail: contribution à la psychologie ergonomique, pp. 157–181 (1997)

15.

Lessiter, J., Freeman, J., Keogh, E., Davidoff, J.: A cross-media presence questionnaire: the itc-sense of presence inventory. Presence: Teleoperators Virtual Environ. 10(3), 282–297 (2001)CrossRef

16.

Lester, J.C., Converse, S.A., et al.: The persona effect: affective impact of animated pedagogical agents. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 359–366. ACM (1997)

17.

Likert, R.: A technique for the measurement of attitudes. Arch. psychol. 22, 1–55 (1932)

18.

Maes, P., Kozierok, R.: Learning interface agents. In: Proceedings of the National Conference on Artificial Intelligence, pp. 459–459. Wiley (1993)

19.

McGreevy, M.W.: The presence of field geologists in mars-like terrain. Presence: Teleoperators and Virtual Environ. 1(4), 375–403 (1992)CrossRef

20.

Milligan, G.W., Cooper, M.C.: A study of the comparability of external criteria for hierarchical cluster analysis. Multivar. Behav. Res. 21(4), 441–458 (1986)CrossRef

21.

Patrick, J.: Training: Research and Practice. Academic Press, London (1992)

22.

Pavlov, I.P., Anrep, G.V.: Conditioned reflexes. Dover Publications, New York (2003)

23.

Pelleg, D., Moore, A., et al.: X-means: Extending k-means with efficient estimation of the number of clusters. In: Proceedings of the Seventeenth International Conference on Machine Learning, vol. 1, pp. 727–734. San Francisco (2000)

24.

Premack, D., Woodruff, G., et al.: Does the chimpanzee have a theory of mind. Behav. Brain Sci. 1(4), 515–526 (1978)CrossRef

25.

Rand, W.M.: Objective criteria for the evaluation of clustering methods. J. Am. Stat. Assoc. 66(336), 846–850 (1971)CrossRef

26.

Reason, J., Manstead, A., Stradling, S., Baxter, J., Campbell, K.: Errors and violations on the roads: a real distinction? Ergonomics 33(10–11), 1315–1332 (1990)CrossRef

27.

Salvador, S., Chan, P.: Toward accurate dynamic time warping in linear time and space. Intell. Data Anal. 11(5), 561–580 (2007)

28.

Serrano, E., Muñoz, A., Botia, J.: An approach to debug interactions in multi-agent system software tests. Inf. Sci. 205, 38–57 (2012)CrossRef

29.

Stoffregen, T.A., Bardy, B.G., Smart, L.J., Pagulayan, R.J.: On the nature and evaluation of fidelity in virtual environments. In: Hettinger, L.J., Hass, M.W. (eds.) Virtual and Adaptive Environments Applications, Implications, and Human Performance Issues, pp. 111–128. Erlbaum, Mahwah (2003)CrossRef

30.

Witmer, B.G., Singer, M.J.: Measuring presence in virtual environments: a presence questionnaire. Presence 7(3), 225–240 (1998)CrossRef

Titel: Behavior Clustering and Explicitation for the Study of Agents’ Credibility: Application to a Virtual Driver Simulation
verfasst von: Kévin Darty
Julien Saunier
Nicolas Sabouret
Verlag: Springer International Publishing
Buch: Agents and Artificial Intelligence
Print ISBN: 978-3-319-25209-4

Electronic ISBN: 978-3-319-25210-0

Copyright-Jahr: 2015
DOI: https://doi.org/10.1007/978-3-319-25210-0_6

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