Skip to main content
Erschienen in: Neural Computing and Applications 1/2018

17.12.2016 | Review

When does an easy task become hard? A systematic review of human task-evoked pupillary dynamics versus cognitive efforts

verfasst von: Gahangir Hossain, Joshua Elkins

Erschienen in: Neural Computing and Applications | Ausgabe 1/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The amount of working memory recourses available (or required) to process a cognitive task (easy or hard) represents human cognitive effort. Working memory resources (visual or auditory) and cognitive efforts are interconnected with visual or auditory pathways. In this review, various facets of pupillary dynamics literature are compared in order to determine an optimal method of cognitive effort assessment. Some key categorical areas of interest are identified including the presented stimulus, observed response, comparisons and different methods of analysis. In details review, a set of predetermined evaluation criteria were used and a decision matrix is developed to outline the best practice in papillary dynamics. Based on the summery table in the form of the decision matrix, a quantitative model with artificial neural network (ANN) is selected for a best practice of cognitive effort estimation. The mental multiplication task is found an effective stimulus (cognitive task) to evoke the pupillary response for various level of task difficulty. In most cases, aural and visual are considered as two presentation modes, two sensory inputs, and two mental resources and greatly imparts in cognitive workload. Through this review, it is also explored that, linking together by transfer and error functions, a combination of an ANN and a multinomial processing tree can used in cognitive effort analysis. This research direction can further explored to estimate the relationship between cognitive task and cognitive effort, to facilitate in technology development for neurological disorders, such as narcolepsy, on the neural pathways involved in cognitive processing.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Bandura A (1982) Self-efficacy mechanism in human agency. Am Psychol 37:122–147CrossRef Bandura A (1982) Self-efficacy mechanism in human agency. Am Psychol 37:122–147CrossRef
3.
Zurück zum Zitat Bergamin O (2002) Latency of the pupillary light reflex: sample rate, stimulus intensity, and variation in normal subjects. Investig Opthalmol Vis Sci 4:1546–1554 Bergamin O (2002) Latency of the pupillary light reflex: sample rate, stimulus intensity, and variation in normal subjects. Investig Opthalmol Vis Sci 4:1546–1554
4.
Zurück zum Zitat Bishara A, Payne K (2008) Multinomial processing tree models of control and automacy in weapon misidentification. J Exp Soc Psychol 45:524–534CrossRef Bishara A, Payne K (2008) Multinomial processing tree models of control and automacy in weapon misidentification. J Exp Soc Psychol 45:524–534CrossRef
6.
Zurück zum Zitat Bouret B, Sara S (2005) Network reset: a simplified overarching theory of locus coeruleus noradrenaline function. Trends Neurosci 11:574–582CrossRef Bouret B, Sara S (2005) Network reset: a simplified overarching theory of locus coeruleus noradrenaline function. Trends Neurosci 11:574–582CrossRef
8.
Zurück zum Zitat Chen J, Magdon-Ismail M (2006) NNOPT: neural network for option pricing using multinomial processing tree. Lect Notes Comput Sci 4234:360–369CrossRef Chen J, Magdon-Ismail M (2006) NNOPT: neural network for option pricing using multinomial processing tree. Lect Notes Comput Sci 4234:360–369CrossRef
9.
Zurück zum Zitat Craik FIM, Lockhart P (1972) Levels of processing: a framework for memory research. J Verbal Learn Verbal Behav 11:671–684CrossRef Craik FIM, Lockhart P (1972) Levels of processing: a framework for memory research. J Verbal Learn Verbal Behav 11:671–684CrossRef
10.
Zurück zum Zitat de Gee J, Knapen T, Donner T (2014) Decision-related pupil dilation reflects upcoming choice and individual bias. Proc Natl Acad Sci (PNAS) 111:E618–E625CrossRef de Gee J, Knapen T, Donner T (2014) Decision-related pupil dilation reflects upcoming choice and individual bias. Proc Natl Acad Sci (PNAS) 111:E618–E625CrossRef
13.
Zurück zum Zitat Einhäuser W, Stout J, Koch C, Carter O (2008) Pupil dilations reflects perceptual selection and predicts subsequent stability in perceptual rivalry. Proc Natl Acad Sci (PNAS) 105:1704–1709CrossRef Einhäuser W, Stout J, Koch C, Carter O (2008) Pupil dilations reflects perceptual selection and predicts subsequent stability in perceptual rivalry. Proc Natl Acad Sci (PNAS) 105:1704–1709CrossRef
14.
Zurück zum Zitat Eldar E, Cohen J, Niv Y (2013) The effects of neural gain on attention and learning. Nat Neurosci 16:1146–1153CrossRef Eldar E, Cohen J, Niv Y (2013) The effects of neural gain on attention and learning. Nat Neurosci 16:1146–1153CrossRef
17.
Zurück zum Zitat Griffiths T, Kalish M (2001) A multidimensional scaling approach to mental multiplication. Mem Cogn 1:97–106 Griffiths T, Kalish M (2001) A multidimensional scaling approach to mental multiplication. Mem Cogn 1:97–106
18.
Zurück zum Zitat Guthrie D, Buchwald J (1991) Significance testing of difference potentials. Psychophysiology 2:240–244CrossRef Guthrie D, Buchwald J (1991) Significance testing of difference potentials. Psychophysiology 2:240–244CrossRef
19.
Zurück zum Zitat Henry JD et al (2015) Recent trends in testing social cognition. Curr Opin Psychiatry 28(2):133–140 Henry JD et al (2015) Recent trends in testing social cognition. Curr Opin Psychiatry 28(2):133–140
20.
Zurück zum Zitat Hogervorst MA, Brouwer A-M, van Erp JBF (2014) Combining and comparing EEG, peripheral physiology and eye-related measures for the assessment of mental workload. Front Neurosci 8:322. doi:10.3389/fnins.2014.00322 CrossRef Hogervorst MA, Brouwer A-M, van Erp JBF (2014) Combining and comparing EEG, peripheral physiology and eye-related measures for the assessment of mental workload. Front Neurosci 8:322. doi:10.​3389/​fnins.​2014.​00322 CrossRef
21.
Zurück zum Zitat Jepma M, Nieuwenhuis S (2011) Pupil diameter predicts changes exploration-exploitation trade-off: evidence for the adaptive gain theory. J Cogn Neurosci 7:1587–1596CrossRef Jepma M, Nieuwenhuis S (2011) Pupil diameter predicts changes exploration-exploitation trade-off: evidence for the adaptive gain theory. J Cogn Neurosci 7:1587–1596CrossRef
22.
Zurück zum Zitat Kahneman D (1973) Attention and effort. Prentice-Hall, Englewood Cliffs Kahneman D (1973) Attention and effort. Prentice-Hall, Englewood Cliffs
23.
Zurück zum Zitat Kirchner PA, Kirchner F (2012) Mental effort. In: Seel NM (ed) Encyclopedia of the sciences of learning. Springer, New York, pp 2182–2184 Kirchner PA, Kirchner F (2012) Mental effort. In: Seel NM (ed) Encyclopedia of the sciences of learning. Springer, New York, pp 2182–2184
25.
Zurück zum Zitat Klingner J, Tversky B, Hanrahan P (2011) Effects of visual and verbal presentation on cognitive load in vigilance, memory, and arithmetic tasks. Psychophysiology 3:323–336CrossRef Klingner J, Tversky B, Hanrahan P (2011) Effects of visual and verbal presentation on cognitive load in vigilance, memory, and arithmetic tasks. Psychophysiology 3:323–336CrossRef
26.
Zurück zum Zitat Koelewijn T, de Kluiver H, Shinn-Cunningham BG, Zekveld AA, Kramer SE (2015) The pupil response reveals increased listening effort when it is difficult to focus attention. Hear Res 323:81–90CrossRef Koelewijn T, de Kluiver H, Shinn-Cunningham BG, Zekveld AA, Kramer SE (2015) The pupil response reveals increased listening effort when it is difficult to focus attention. Hear Res 323:81–90CrossRef
27.
Zurück zum Zitat Kremen WS, Granholm E, Panizzon M, Franz C, Hauger R, Jak AJ, Liu W, Xian H, Lyons M et al (2015) Pupil dilation during a cognitive task: a psychophysiological biomarker differentiating early MCI and normal cognitive function. Alzheimer’s Dement J Alzheimer’s Assoc 11(7):P647CrossRef Kremen WS, Granholm E, Panizzon M, Franz C, Hauger R, Jak AJ, Liu W, Xian H, Lyons M et al (2015) Pupil dilation during a cognitive task: a psychophysiological biomarker differentiating early MCI and normal cognitive function. Alzheimer’s Dement J Alzheimer’s Assoc 11(7):P647CrossRef
29.
Zurück zum Zitat Mele M, Federici S, Dennis J (2014) Believing is seeing: fixation duration predicts implicit negative attitudes. PLoS ONE 8:1–6 Mele M, Federici S, Dennis J (2014) Believing is seeing: fixation duration predicts implicit negative attitudes. PLoS ONE 8:1–6
30.
Zurück zum Zitat Nowak W, Hachol A, Kasprzak H (2008) Time-frequency analysis of spontaneous fluctuations of the pupil size of the human eye. Opt Appl 2:469–480 Nowak W, Hachol A, Kasprzak H (2008) Time-frequency analysis of spontaneous fluctuations of the pupil size of the human eye. Opt Appl 2:469–480
31.
Zurück zum Zitat O’Neill W, Trick K (2001) The narcoleptic cognitive pupillary response. IEEE Trans Biomed Eng 9:963–968CrossRef O’Neill W, Trick K (2001) The narcoleptic cognitive pupillary response. IEEE Trans Biomed Eng 9:963–968CrossRef
32.
Zurück zum Zitat Ohtsuka K, Asakura K, Kawasaki H (1988) Respiratory fluctuation of the human pupil. Exp Brain Res 1:215–217 Ohtsuka K, Asakura K, Kawasaki H (1988) Respiratory fluctuation of the human pupil. Exp Brain Res 1:215–217
34.
Zurück zum Zitat Privitera C, Renninger L, Carney T, Klein S, Aguilar M (2010) Pupil dilation during visual target detection. J Vis 10:1–12CrossRef Privitera C, Renninger L, Carney T, Klein S, Aguilar M (2010) Pupil dilation during visual target detection. J Vis 10:1–12CrossRef
36.
Zurück zum Zitat Salomon G (1984) Television is “easy” and print is “tough”: the differential investment of mental effort in learning as a function of perceptions and attributions. J Educ Psychol 76(647):658 Salomon G (1984) Television is “easy” and print is “tough”: the differential investment of mental effort in learning as a function of perceptions and attributions. J Educ Psychol 76(647):658
37.
Zurück zum Zitat Sensi F, Calcagnini G, De Pasquale F (1999) Baroreceptor-sensitive fluctuations of human pupil diameter. Comput Cardiol 1:233–236 Sensi F, Calcagnini G, De Pasquale F (1999) Baroreceptor-sensitive fluctuations of human pupil diameter. Comput Cardiol 1:233–236
38.
Zurück zum Zitat Singmann H, Kellen D (2013) MPTinR: analysis of multinomial processing trees in R. Behav Res Methods 2:560–575CrossRef Singmann H, Kellen D (2013) MPTinR: analysis of multinomial processing trees in R. Behav Res Methods 2:560–575CrossRef
40.
Zurück zum Zitat Sur S (2009) Event-related potential: an overview. Ind Psychiatry J 1:70–73CrossRef Sur S (2009) Event-related potential: an overview. Ind Psychiatry J 1:70–73CrossRef
41.
Zurück zum Zitat Tromp J, Hagoort P, Meyer AS (2016) Pupillometry reveals increased pupil size during indirect request comprehension. Q J Exp Psychol 69(6):1093–1108CrossRef Tromp J, Hagoort P, Meyer AS (2016) Pupillometry reveals increased pupil size during indirect request comprehension. Q J Exp Psychol 69(6):1093–1108CrossRef
42.
Zurück zum Zitat Van de Moortele F (1997) Latencies in MRI time-series. Effects and slice acquisition perception. NMR Biomed 10:230–236CrossRef Van de Moortele F (1997) Latencies in MRI time-series. Effects and slice acquisition perception. NMR Biomed 10:230–236CrossRef
43.
Zurück zum Zitat Weiss MW, Trehub SE, Schellenberg EG, Habashi P (2016) Pupils dilate for vocal or familiar music. J Exp Psychol Hum Percep Perform 42(8):1061–1065. doi:10.1037/xhp0000226 CrossRef Weiss MW, Trehub SE, Schellenberg EG, Habashi P (2016) Pupils dilate for vocal or familiar music. J Exp Psychol Hum Percep Perform 42(8):1061–1065. doi:10.​1037/​xhp0000226 CrossRef
44.
Zurück zum Zitat Westbrook A, Braver TS (2015) Cognitive effort: a neuroeconomic approach. Cogn Affect Behav Neurosci 15(2):395–415CrossRef Westbrook A, Braver TS (2015) Cognitive effort: a neuroeconomic approach. Cogn Affect Behav Neurosci 15(2):395–415CrossRef
Metadaten
Titel
When does an easy task become hard? A systematic review of human task-evoked pupillary dynamics versus cognitive efforts
verfasst von
Gahangir Hossain
Joshua Elkins
Publikationsdatum
17.12.2016
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 1/2018
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-016-2750-5

Weitere Artikel der Ausgabe 1/2018

Neural Computing and Applications 1/2018 Zur Ausgabe