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2017 | OriginalPaper | Chapter

The Influence of Task Characteristics on Multiple Objective and Subjective Cognitive Load Measures

Authors : Seyed Mohammad Mahdi Mirhoseini, Pierre-Majorique Léger, Sylvain Sénécal

Published in: Information Systems and Neuroscience

Publisher: Springer International Publishing

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Abstract

Using Electroencephalography (EEG), this study aims at extracting three features from instantaneous mental workload measure and link them to different aspect of the workload construct. An experiment was designed to investigate the effect of two workload inductors (Task difficulty and uncertainty) on extracted features along with a subjective measure of mental workload. Results suggest that both subjective and objective measures of workload are able to capture the effect of task difficulty; however only accumulated load was found to be sensitive to task uncertainty. We discuss that the three EEG measures derived from instantaneous workload can be used as criteria for designing more efficient information systems.

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Literature
1.
go back to reference Gopher, D., Braune, R.: On the psychophysics of workload: Why bother with subjective measures? Hum. Factors J. Hum. Factors Ergon. Soc. 26, 519–532 (1984) Gopher, D., Braune, R.: On the psychophysics of workload: Why bother with subjective measures? Hum. Factors J. Hum. Factors Ergon. Soc. 26, 519–532 (1984)
2.
go back to reference Paas, F., Sweller, J.: An evolutionary upgrade of cognitive load theory: Using the human motor system and collaboration to support the learning of complex cognitive tasks. Educ. Psychol. Rev. 24, 27–45 (2011)CrossRef Paas, F., Sweller, J.: An evolutionary upgrade of cognitive load theory: Using the human motor system and collaboration to support the learning of complex cognitive tasks. Educ. Psychol. Rev. 24, 27–45 (2011)CrossRef
3.
go back to reference Paas, F., Tuovinen, J.E., Tabbers, H., Van Gerven, P.W.: Cognitive load measurement as a means to advance cognitive load theory. Educ. Psychol. 38, 63–71 (2003)CrossRef Paas, F., Tuovinen, J.E., Tabbers, H., Van Gerven, P.W.: Cognitive load measurement as a means to advance cognitive load theory. Educ. Psychol. 38, 63–71 (2003)CrossRef
4.
go back to reference Riedl, R., Léger, P.-M.: Tools in NeuroIS Research: An Overview. In: Fundamentals of NeuroIS, pp. 47–72. Springer, Berlin (2016)CrossRef Riedl, R., Léger, P.-M.: Tools in NeuroIS Research: An Overview. In: Fundamentals of NeuroIS, pp. 47–72. Springer, Berlin (2016)CrossRef
5.
go back to reference 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, 833–844 (2013)CrossRef 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, 833–844 (2013)CrossRef
6.
go back to reference de Guinea, A.O., Titah, R., Léger, P.-M.: Explicit and implicit antecedents of users’ behavioral beliefs in information systems: A neuropsychological investigation. J. Manag. Inf. Syst. 30, 179–210 (2014)CrossRef de Guinea, A.O., Titah, R., Léger, P.-M.: Explicit and implicit antecedents of users’ behavioral beliefs in information systems: A neuropsychological investigation. J. Manag. Inf. Syst. 30, 179–210 (2014)CrossRef
7.
go back to reference Xie, B., Salvendy, G.: Prediction of mental workload in single and multiple tasks environments. Int. J. Cogn. Ergon. 4, 213–242 (2000)CrossRef Xie, B., Salvendy, G.: Prediction of mental workload in single and multiple tasks environments. Int. J. Cogn. Ergon. 4, 213–242 (2000)CrossRef
8.
go back to reference De Jong, T.: Cognitive load theory, educational research, and instructional design: Some food for thought. Instr. Sci. 38, 105–134 (2010)CrossRef De Jong, T.: Cognitive load theory, educational research, and instructional design: Some food for thought. Instr. Sci. 38, 105–134 (2010)CrossRef
9.
go back to reference Ryu, K., Myung, R.: Evaluation of mental workload with a combined measure based on physiological indices during a dual task of tracking and mental arithmetic. Int. J. Ind. Ergon. 35, 991–1009 (2005)CrossRef Ryu, K., Myung, R.: Evaluation of mental workload with a combined measure based on physiological indices during a dual task of tracking and mental arithmetic. Int. J. Ind. Ergon. 35, 991–1009 (2005)CrossRef
10.
go back to reference Wickens, C.D.: Multiple resources and performance prediction. Theor. Issues Ergon. Sci. 3, 159–177 (2002)CrossRef Wickens, C.D.: Multiple resources and performance prediction. Theor. Issues Ergon. Sci. 3, 159–177 (2002)CrossRef
11.
go back to reference DeStefano, D., LeFevre, J.-A.: Cognitive load in hypertext reading: A review. Comput. Hum. Behav. 23, 1616–1641 (2007)CrossRef DeStefano, D., LeFevre, J.-A.: Cognitive load in hypertext reading: A review. Comput. Hum. Behav. 23, 1616–1641 (2007)CrossRef
12.
go back to reference Mizuno, K., Tanaka, M., Yamaguti, K., Kajimoto, O., Kuratsune, H., Watanabe, Y.: Mental fatigue caused by prolonged cognitive load associated with sympathetic hyperactivity. Behav. Brain Funct. 7, 1 (2011)CrossRef Mizuno, K., Tanaka, M., Yamaguti, K., Kajimoto, O., Kuratsune, H., Watanabe, Y.: Mental fatigue caused by prolonged cognitive load associated with sympathetic hyperactivity. Behav. Brain Funct. 7, 1 (2011)CrossRef
13.
go back to reference Gwizdka, J.: Distribution of cognitive load in web search. J. Am. Soc. Inf. Sci. Technol. 61, 2167–2187 (2010)CrossRef Gwizdka, J.: Distribution of cognitive load in web search. J. Am. Soc. Inf. Sci. Technol. 61, 2167–2187 (2010)CrossRef
14.
go back to reference Gopher, D., Donchin, E.: Workload: An Examination of the Concept. In: Boff, K.R., Kaufman, L., Thomas, J.P. (eds.) Handbook of Perception and Human Performance, Vol II, Cognitive Processes and Performance, pp. 41:1–41:49. Wiley, New York (1986) Gopher, D., Donchin, E.: Workload: An Examination of the Concept. In: Boff, K.R., Kaufman, L., Thomas, J.P. (eds.) Handbook of Perception and Human Performance, Vol II, Cognitive Processes and Performance, pp. 41:1–41:49. Wiley, New York (1986)
15.
go back to reference O’Donnell, R.D., Eggemeier, F.T.: Workload Assessment Methodology. In: Boff, K., Kaufman, L., Thomas, J. (eds.) Handbook of Perception and Human Performance, Vol II, Cognitive Processes and Performance. Wiley, New York (1986) O’Donnell, R.D., Eggemeier, F.T.: Workload Assessment Methodology. In: Boff, K., Kaufman, L., Thomas, J. (eds.) Handbook of Perception and Human Performance, Vol II, Cognitive Processes and Performance. Wiley, New York (1986)
16.
go back to reference Colle, H.A., Reid, G.B.: Double trade-off curves with different cognitive processing combinations: Testing the cancellation axiom of mental workload measurement theory. Hum. Factors J. Hum. Factors Ergon. Soc. 41, 35–50 (1999)CrossRef Colle, H.A., Reid, G.B.: Double trade-off curves with different cognitive processing combinations: Testing the cancellation axiom of mental workload measurement theory. Hum. Factors J. Hum. Factors Ergon. Soc. 41, 35–50 (1999)CrossRef
17.
go back to reference Coyne, J.T., Baldwin, C., Cole, A., Sibley, C., Roberts, D.M.: Applying Real Time Physiological Measures of Cognitive Load to improve training. In: Foundations of Augmented Cognition. Neuroergonomics and Operational Neuroscience, pp. 469–478. Springer, Berlin (2009)CrossRef Coyne, J.T., Baldwin, C., Cole, A., Sibley, C., Roberts, D.M.: Applying Real Time Physiological Measures of Cognitive Load to improve training. In: Foundations of Augmented Cognition. Neuroergonomics and Operational Neuroscience, pp. 469–478. Springer, Berlin (2009)CrossRef
18.
go back to reference Garrett, D., Peterson, D.A., Anderson, C.W., Thaut, M.H.: Comparison of linear, nonlinear, and feature selection methods for EEG signal classification. Neural Syst. Rehabil. Eng. IEEE Trans. On. 11, 141–144 (2003)CrossRef Garrett, D., Peterson, D.A., Anderson, C.W., Thaut, M.H.: Comparison of linear, nonlinear, and feature selection methods for EEG signal classification. Neural Syst. Rehabil. Eng. IEEE Trans. On. 11, 141–144 (2003)CrossRef
19.
go back to reference Brouwer, A.-M., Zander, T.O., van Erp, J.B., Korteling, J.E., Bronkhorst, A.W.: Using neurophysiological signals that reflect cognitive or affective state: six recommendations to avoid common pitfalls. Front. Neurosci. 9, 136 (2015)CrossRef Brouwer, A.-M., Zander, T.O., van Erp, J.B., Korteling, J.E., Bronkhorst, A.W.: Using neurophysiological signals that reflect cognitive or affective state: six recommendations to avoid common pitfalls. Front. Neurosci. 9, 136 (2015)CrossRef
20.
go back to reference Colle, H.A., Reid, G.B.: Estimating a mental workload redline in a simulated air-to-ground combat mission. Int. J. Aviat. Psychol. 15, 303–319 (2005)CrossRef Colle, H.A., Reid, G.B.: Estimating a mental workload redline in a simulated air-to-ground combat mission. Int. J. Aviat. Psychol. 15, 303–319 (2005)CrossRef
21.
go back to reference Venables, L., Fairclough, S.H.: The influence of performance feedback on goal-setting and mental effort regulation. Motiv. Emot. 33, 63–74 (2009)CrossRef Venables, L., Fairclough, S.H.: The influence of performance feedback on goal-setting and mental effort regulation. Motiv. Emot. 33, 63–74 (2009)CrossRef
22.
go back to reference Aljukhadar, M., Senecal, S., Daoust, C.-E.: Using recommendation agents to cope with information overload. Int. J. Electron. Commer. 17, 41–70 (2012)CrossRef Aljukhadar, M., Senecal, S., Daoust, C.-E.: Using recommendation agents to cope with information overload. Int. J. Electron. Commer. 17, 41–70 (2012)CrossRef
23.
go back to reference Desrocher, C., Léger, P.-M., Sénécal, S., Pagé, S.-A., Mirhoseini, S.: The influence of product type, mathematical complexity, and visual attention on the attitude toward the website: The case of online grocery shopping. Presented at the Fourteenth Pre-ICIS SIG-HCI Workshop, Fort Worth, TX, Dec 2015 Desrocher, C., Léger, P.-M., Sénécal, S., Pagé, S.-A., Mirhoseini, S.: The influence of product type, mathematical complexity, and visual attention on the attitude toward the website: The case of online grocery shopping. Presented at the Fourteenth Pre-ICIS SIG-HCI Workshop, Fort Worth, TX, Dec 2015
24.
go back to reference Cameron, A.-F.: Juggling Multiple Conversations with Communication Technology: Towards a Theory of Multi-communicating Impacts in the Workplace. Queen’s University, Kingston, ON (2007) Cameron, A.-F.: Juggling Multiple Conversations with Communication Technology: Towards a Theory of Multi-communicating Impacts in the Workplace. Queen’s University, Kingston, ON (2007)
25.
go back to reference Libenson, M.H.: Practical Approach to Electroencephalography. Elsevier Health Sciences, Philadelphia, PA (2012) Libenson, M.H.: Practical Approach to Electroencephalography. Elsevier Health Sciences, Philadelphia, PA (2012)
26.
go back to reference DeLeeuw, K.E., Mayer, R.E.: A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load. J. Educ. Psychol. 100, 223 (2008)CrossRef DeLeeuw, K.E., Mayer, R.E.: A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load. J. Educ. Psychol. 100, 223 (2008)CrossRef
Metadata
Title
The Influence of Task Characteristics on Multiple Objective and Subjective Cognitive Load Measures
Authors
Seyed Mohammad Mahdi Mirhoseini
Pierre-Majorique Léger
Sylvain Sénécal
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-41402-7_19

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