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Computer Assisted Surgery Volume 21, 2016 - Issue sup1: Computing Methods and Applications in Clinics and Medicine
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Research Article

Mental workload prediction model based on information entropy

Xiang LiState Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, PR China; ;School of Mechanical, Electronic and Control Engineering, Beijing Jiaotong University, Beijing, PR China;
,
Weining FangState Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing, PR China; Correspondence[email protected] [email protected]
&
Yingwei ZhouHuman Factors Laboratory, China Institute of Marine Technology and Economy, Beijing, PR China
Pages 116-123 | Published online: 25 Oct 2016

References

  • Miller GA. The magical number seven plus or minus two: some limits on our capacity for processing information. Psychol Rev. 1956;63:81–97.
  • Siegel AI, Wolf JJ. Man-machine simulation models: psychosocial and performance interaction. Vol. 1. New Jersey (US): Wiley-Interscience; 1969.
  • Bi S, Salvendy G. A proposed methodology for the prediction of mental workload, based on engineering system parameters. Work Stress. 1994;8:355–371.
  • Patel UH, Salvendy G, Geddes LA, Kuczek T. An electrical-circuit model for predicting mental workload in computer-based tasks. J Chinese Instit Ind Eng. 2002;19:1–15.
  • Wu C, Liu Y, editors. Queuing network modeling of driver workload and performance. Proceedings of the human factors and ergonomics society annual meeting; Thousand Oaks (US): Sage Publications; 2006.
  • Jo S, Myung R, Yoon D. Quantitative prediction of mental workload with the ACT-R cognitive architecture. Int J Ind Ergonom. 2012;42:359–370.
  • McCracken J, Aldrich T, Analyses of selected LHX mission functions: Implications for operator workload and system automation goals. DTIC Document, No. ASI479-024-84. ANACAPA SCIENCES INC FORT RUCKER AL. 1984.
  • Wickens CD, Gordon SE, Liu Y, Lee J. An introduction to human factors engineering. New Jersey (US): Pearson Prentice Hall; 1998.
  • Shannon CE. A mathematical theory of communication. ACM SIGMOBILE Mob Comput Commun Rev. 2001;5:3–55.
  • Hick WE. On the rate of gain of information. Q J Exp Psychol. 1952;4:11–26.
  • Liu YC. A simulated study on the effects of information volume on traffic signs, viewing strategies and sign familiarity upon driver's visual search performance. Int J Ind Ergonom. 2005;35:1147–1158.
  • Mummalaneni V. An empirical investigation of web site characteristics, consumer emotional states and on-line shopping behaviors. J Bus Res. 2005;58:526–532.
  • Klir GJ. Uncertainty and information: foundations of generalized information theory. New Jersey (US): John Wiley & Sons; 2005.
  • Guiaşu S. Weighted entropy. Rep Math Phys. 1971;2:165–179.
  • Keller J, editor. Human performance modeling for discrete-event simulation: workload. Simulation Conference, 2002 Proceedings of the Winter; IEEE; San Diego, US; 2002.
  • Jaynes ET. On the rationale of maximum-entropy methods. Proc IEEE. 1982;70:939–952.
  • Wickens CD. Multiple resources and performance prediction. Theor Issues Ergon Sci. 2002;3:159–177.
  • Mouzé-Amady M, Raufaste E, Prade H, Meyer J-P. Fuzzy-TLX: using fuzzy integrals for evaluating human mental workload with NASA-Task Load indeX in laboratory and field studies. Ergonomics. 2013;56:752–763.
  • Fairclough SH, Venables L, Tattersall A. The influence of task demand and learning on the psychophysiological response. Int J Psychophysiol. 2005;56:171–184.
  • Kahneman D, Beatty J. Pupil diameter and load on memory. Science. 1966;154:1583–1585.
  • Wierwille WW. Physiological measures of aircrew mental workload. J Hum Fact Ergon Soc. 1979;21:575–593.

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