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2015 | OriginalPaper | Buchkapitel

Proposal for the Use of a Passive BCI to Develop a Neurophysiological Inference Model of IS Constructs

verfasst von : Adriane B. Randolph, Élise Labonté-LeMoyne, Pierre-Majorique Léger, François Courtemanche, Sylvain Sénécal, Marc Fredette

Erschienen in: Information Systems and Neuroscience

Verlag: Springer International Publishing

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Abstract

The measurement of constructs in the field of information systems (IS) is often performed with the use of retrospective or intrusive psychometric tools that may be subject to biases. Using a passive brain–computer interface (BCI) to measure these constructs continuously in real-time without interrupting the participants would be a great addition to the toolbox of IS researchers. While the development of BCIs has been explored elsewhere, we present here a specific framework using passive BCIs to develop a neurophysiological inference model of IS constructs.

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Literatur
1.
Zurück zum Zitat Ortiz de Guinea, A., Titah, R., Léger, P.-M.: Measure for measure: a two study multi-trait multi-method investigation of construct validity in IS Research. Comput. Hum. Behav. 29(3), 833–844 (2013) Ortiz de Guinea, A., Titah, R., Léger, P.-M.: Measure for measure: a two study multi-trait multi-method investigation of construct validity in IS Research. Comput. Hum. Behav. 29(3), 833–844 (2013)
2.
Zurück zum Zitat Ortiz de Guinea, A., Titah, R., Léger, P.-M.: Explicit and implicit antecedents of users’ behavioral beliefs in information systems: neuropsychological investigation. J. Manage. Inf. Syst. 30(4), 179–210 (2014) Ortiz de Guinea, A., Titah, R., Léger, P.-M.: Explicit and implicit antecedents of users’ behavioral beliefs in information systems: neuropsychological investigation. J. Manage. Inf. Syst. 30(4), 179–210 (2014)
3.
Zurück zum Zitat Tams, S., Hill, K., Ortiz de Guinea, A., Thatcher, J., Grover, V.: NeuroIS—alternative or complement to existing methods? illustrating the holistic effects of neuroscience and self-reported data in the context of technostress research. J. Assoc. Inf. Syst. 15, 723–753 (2014) Tams, S., Hill, K., Ortiz de Guinea, A., Thatcher, J., Grover, V.: NeuroIS—alternative or complement to existing methods? illustrating the holistic effects of neuroscience and self-reported data in the context of technostress research. J. Assoc. Inf. Syst. 15, 723–753 (2014)
4.
Zurück zum Zitat Johnson, R.R., Popovic, D.P., Olmstead, R.E., Stikic, M., Levendowski, D.J., Berka, C.: Drowsiness/alertness algorithm development and validation using synchronized EEG and cognitive performance to individualize a generalized model. Biol. Psychol. 87(2), 241–250 (2011)CrossRef Johnson, R.R., Popovic, D.P., Olmstead, R.E., Stikic, M., Levendowski, D.J., Berka, C.: Drowsiness/alertness algorithm development and validation using synchronized EEG and cognitive performance to individualize a generalized model. Biol. Psychol. 87(2), 241–250 (2011)CrossRef
5.
Zurück zum Zitat Pope, A.T., Bogart, E.H., Bartolome, D.S.: Biocybernetic system evaluates indices of operator engagement in automated task. Biol. Psychol. 40(1), 187–195 (1995)CrossRef Pope, A.T., Bogart, E.H., Bartolome, D.S.: Biocybernetic system evaluates indices of operator engagement in automated task. Biol. Psychol. 40(1), 187–195 (1995)CrossRef
6.
Zurück zum Zitat Zander, T.O., Kothe, C.: Towards passive brain-computer interfaces: applying brain-computer interface technology to human-machine systems in general. J. Neural Eng. 8(2), Article 025005 (2011) Zander, T.O., Kothe, C.: Towards passive brain-computer interfaces: applying brain-computer interface technology to human-machine systems in general. J. Neural Eng. 8(2), Article 025005 (2011)
7.
Zurück zum Zitat Vom Brocke, J., Riedl, R., Léger, P.-M.: Application strategies for neuroscience in information systems design science research. J. Comput. Inf. Syst. 53(3), 1–13 (2013) Vom Brocke, J., Riedl, R., Léger, P.-M.: Application strategies for neuroscience in information systems design science research. J. Comput. Inf. Syst. 53(3), 1–13 (2013)
8.
Zurück zum Zitat Berka, C., Levendowski, D.J., Westbrook, P.R., Davis, G., Johnson, R., Popovic, D.: Interactive psychophysiological profiler method and system, U.S. Patent 20100292545, 18 Nov (2010) Berka, C., Levendowski, D.J., Westbrook, P.R., Davis, G., Johnson, R., Popovic, D.: Interactive psychophysiological profiler method and system, U.S. Patent 20100292545, 18 Nov (2010)
9.
Zurück zum Zitat Nijholt, A., Tan, D.: Brain-computer interfacing for intelligent systems. Intel. Syst. IEEE 23(3), 72–79 (2003)CrossRef Nijholt, A., Tan, D.: Brain-computer interfacing for intelligent systems. Intel. Syst. IEEE 23(3), 72–79 (2003)CrossRef
10.
Zurück zum Zitat Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G., Vaughan, T.M.: Brain-computer interfaces for communication and control. Clin. Neurophysiol. 113(6), 767–791 (2002)CrossRef Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G., Vaughan, T.M.: Brain-computer interfaces for communication and control. Clin. Neurophysiol. 113(6), 767–791 (2002)CrossRef
11.
Zurück zum Zitat Pfurtscheller, G., Müller-Putz, G.R., Scherer, R., Neuper, C.: Rehabilitation with brain-computer interface systems. IEEE Comput. 41, 58–65 (2008) Pfurtscheller, G., Müller-Putz, G.R., Scherer, R., Neuper, C.: Rehabilitation with brain-computer interface systems. IEEE Comput. 41, 58–65 (2008)
12.
Zurück zum Zitat Courtemanche, F., Dufresne, A., LeMoyne, E.L.: Multiresolution feature extraction during psychophysiological inference: addressing signals asynchronicity. Physiol. Comput. Syst. LNCS 8908, 43–56 (2014) Courtemanche, F., Dufresne, A., LeMoyne, E.L.: Multiresolution feature extraction during psychophysiological inference: addressing signals asynchronicity. Physiol. Comput. Syst. LNCS 8908, 43–56 (2014)
13.
Zurück zum Zitat Riedl, R., Davis, F.D., Hevner, A.R.: Towards a NeuroIS research methodology: intensifying the discussion on methods, tools, and measurement. J. Assoc. Inf. Syst. 15(10), Article 4 (2014) Riedl, R., Davis, F.D., Hevner, A.R.: Towards a NeuroIS research methodology: intensifying the discussion on methods, tools, and measurement. J. Assoc. Inf. Syst. 15(10), Article 4 (2014)
14.
Zurück zum Zitat Guyon, I., Elisseeff, A.: An introduction to feature extraction. In: Guyon, I., Nikravesh, M., Gunn, S., Zadeh, L.A. (eds.) Feature Extraction: Foundations and Applications, pp. 1–25. Springer, Berlin (2006)CrossRef Guyon, I., Elisseeff, A.: An introduction to feature extraction. In: Guyon, I., Nikravesh, M., Gunn, S., Zadeh, L.A. (eds.) Feature Extraction: Foundations and Applications, pp. 1–25. Springer, Berlin (2006)CrossRef
15.
Zurück zum Zitat Guyon, I., Elisseeff, A.: An introduction to variable and feature selection. J. Mach. Learn. Res. 3, 1157–1182 (2003) Guyon, I., Elisseeff, A.: An introduction to variable and feature selection. J. Mach. Learn. Res. 3, 1157–1182 (2003)
16.
Zurück zum Zitat Gevins, A., Smith, M.E.: Neurophysiological measures of cognitive workload during human-computer interaction. Theoret. Issues Ergonomics Sci. 4(1–2), 113–131 (2003)CrossRef Gevins, A., Smith, M.E.: Neurophysiological measures of cognitive workload during human-computer interaction. Theoret. Issues Ergonomics Sci. 4(1–2), 113–131 (2003)CrossRef
17.
Zurück zum Zitat Grimes, D., Tan, D.S., Hudson, S.E., Shenoy, P., Rao, R.P.N.: Feasibility and pragmatics of classifying working memory load with an electroencephalograph. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 835–844. ACM (2008) Grimes, D., Tan, D.S., Hudson, S.E., Shenoy, P., Rao, R.P.N.: Feasibility and pragmatics of classifying working memory load with an electroencephalograph. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 835–844. ACM (2008)
18.
Zurück zum Zitat Buettner, R., Schauer, S., Maier, C., Eckhardt, A.: Towards ex ante prediction of user performance: a novel NeuroIS methodology based on real-time measurement of mental effort. In: Proceedings of Hawaii International Conference on System Sciences 2015, pp. 535–542. AIS (2015) Buettner, R., Schauer, S., Maier, C., Eckhardt, A.: Towards ex ante prediction of user performance: a novel NeuroIS methodology based on real-time measurement of mental effort. In: Proceedings of Hawaii International Conference on System Sciences 2015, pp. 535–542. AIS (2015)
Metadaten
Titel
Proposal for the Use of a Passive BCI to Develop a Neurophysiological Inference Model of IS Constructs
verfasst von
Adriane B. Randolph
Élise Labonté-LeMoyne
Pierre-Majorique Léger
François Courtemanche
Sylvain Sénécal
Marc Fredette
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-18702-0_23

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