Neurological Measurement of Human Trust in Automation Using Electroencephalogram

Subject Areas : Mathematical Optimization

seeung oh ¹ , Younho Seong ² , Sun Yi ³ , Sangsung Park ⁴

1 - Industrial and Systems Engineering, North Carolina A&T state University, USA.
2 - Industrial and Systems Engineering, North Carolina A&T state University, USA.
3 - Mechanical Engineering, North Carolina A&T state University, USA.
4 - Department of Big Data and Statistics, Cheongju University, Chungbuk, South Korea

Received: 2020-02-26 Accepted : 2023-08-02 Published : 2022-09-01

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References:

[1] Arana-Llanes, JY., González-Serna, G., Pineda-Tapia, R., Olivares-Peregrino, V., Ricarte-Trives, JJ. and Latorre-Postigo, JM., 2018, EEG lecture on recommended activities for the induction of attention and concentration mental states on e-learning students. Journal of Intelligent & Fuzzy Systems, Jan 1,34(5), 3359-71.

[2] Barber, B., 1983, The Logic and Limits of Trust. New Brunswick, Rutgers University Press.

[3] Bhattacharya, R., Devinney, M. and Pillutla, M., 1998, A formal model of trust based on outcomes. Academy of management review, 23(3),459-472.

[4] [Bisantz, A. and Seong, Y., 2001, Assessment of operator trust in and utilization of automated decision-aids under different framing conditions. International Journal of Industrial Ergonomics, 28(2), 85-97.

[5] Bisantz, A., Llinas, J., Seong, Y., Finger, R. and Jian, Y., 2000, Empirical Investigations of Trust-Related Systems Vulnerabilities in Aided, Adversarial Decision Making. STATE UNIV OF NEW YORK AT BUFFALO CENTER OF MULTISOURCE INFORMATION FUSION.

[6] Casado-Aranda, LA., Dimoka, A. and Sánchez-Fernández, J., 2019, Consumer processing of online trust signals: a neuroimaging study. Journal of Interactive Marketing, 1(47), 159-80.
[7] Cohen, X. and Donner, H., 2013, Midfrontal conflict-related theta-band power reflects neural oscillations that predict behavior. Journal of Neurophysiology, 110(12), 2752-2763.
[8] Cohen, X., Elger, E. and Fell, J., 2008, Oscillatory activity and phase–amplitude coupling in the human medial frontal cortex during decision making. Journal of cognitive neuroscience, 21(2), 390-402.
[9] Deutsch, M., 1997, The resolution of conflict: Constructive and destructive processes. Yale University Press.
[10] Dimoka, A., 2011, Brain mapping of psychological processes with psychometric scales: An fMRI method for social neuroscience. NeuroImage, 54, S263-S271.
[11] Dong, Y.,Kim, K., Lee, K. and Lee, Y., 2015, A preliminary study on human trust measurements by EEG for human-machine interactions. In Proceedings of the 3rd International Conference on Human-Agent Interaction, 265-268.
[12] Ferrez, W. and Millán, D., 2005, You Are Wrong!---Automatic Detection of Interaction Errors from Brain Waves. In Proceedings of the 19th international joint conference on Artificial intelligence.
[13] Gianotti, R., Knoch, D., Faber, L., Lehmann, D., Pascual-Marqui, D., Diezi, C. ... and Fehr, E., 2009, Tonic activity level in the right prefrontal cortex predicts individuals' risk taking. Psychological science, 20(1), 33-38.
[14] Hirshfield, M., Hirshfield, H., Hincks, S., Russell, M., Ward, R. and Williams, T., 2011, Trust in human-computer interactions as measured by frustration, surprise, and workload. In International Conference on Foundations of Augmented Cognition, 507-516.
[15] Huang, CH. and Lin, PJ., 2019, Effects of Symbol Component on the Identifying of Graphic Symbols from EEG for Young Children with and without Developmental Delays. Applied Sciences, Jan 9(6), 1260.
[16] Jabbari, M.M. & Tohidi, H. (2012). Role of human aspects in project management, Procedia - Social and Behavioral Sciences, 31, 837-840, [17]Jabbari, M.M. & Tohidi, H. (2012). The Necessity of Using CRM, Procedia Technology, 1, 514-516. https://doi.org/10.1016/j.protcy.2012.02.110.
[17] Jian, Y., Bisantz, M. and Drury, G., 2000, Foundations for an Empirically Determined Scale of Trust in Automated Systems. International journal of cognitive ergonomics, 4(1), 53-71.
[18] Jobdas, Rebakah., Ashish, Jani. and Rupesh, Vyas., 2018, BCI in classroom, system for assessing dynamic state of cognitive performance using EEG signals. International Journal of Research in Engineering and Innovation, 2(2), 195-200.
[19] Juan, Roselia., 2019, Electrical Brain Activity and The Examinee's Level of Effort During Performance Validity Tasks. Stephen F. Austin State University.
[20] Klem, H., Luders, O., Jasper, H. and Elger, C., 1999, The ten–twenty electrode system of the International Federation. The International Federation of Clinical Neurophysiology, 52, 3–6.
[21] Kumar, A., Gao, L., Pirogova, E. and Fang, Q., 2019, A Review of Error-Related Potential-Based Brain–Computer Interfaces for Motor Impaired People. IEEE Access, Sep 26(7), 142451-66.
[22] Larzelere, E. and Huston, L., 1980, The dyadic trust scale: Toward understanding interpersonal trust in close relationships/ Journal of Marriage and the Family, 595-604.
[23] Lee, D. and Moray, N., 1994, Trust, self-confidence, and operators' adaptation to automation. International Journal of Human-Computer Studies, 40, 153-184.
[24] Lee, D. and See, A., 2004, Trust in technology: Designing for appropriate reliance. Human Factors, 46, 50–80.
[25] Light, G. A., Williams, L. E., Minow, F., Sprock, J., Rissling, A., Sharp, R. … and Braff, D. L., 2010, Electroencephalography (EEG) and event-related potentials (ERPs) with human participants, Current protocols in neuroscience, Chapter 6, Unit–6.25.24.
[26] Liu, M., Zhang, J., Jia, W., Chang, Q., Shan, S., Hu, Y. and Wang, D., 2019, Enhanced Executive Attention Efficiency after Adaptive Force Control Training: Behavioural and Physiological Results. Behavioural brain research, Mar 18.
[27] Masalonis, J. and Parasuraman, R., 1999, Trust as a construct for evaluation of automated aids: Past and future theory and research. In Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 43(3), 184-187.
[28] Mayer, C., Davis, H. and Schoorman, D., 1995, An integrative model of organizational trust, Academy of Management Review, 20, 709–734.
[29] Minguillon, J., Lopez-Gordo, A. and Pelayo, F., 2016, Stress assessment by prefrontal relative gamma, Frontiers in computational neuroscience, 10, 101.

[30] Muir, M., 1987, Trust between humans and machines, and the design of decision aids, International Journal of Man-Machine Studies, 27(5-6), 527-539.
[31] Nomura, T., Higuchi, K., Yu, H., SASAKI, I., Kimura, S. and Itoh, H., 2006, Slow‐wave photic stimulation relieves patient discomfort during esophagogastroduodenoscopy. Journal of gastroenterology and hepatology, 21(1), 54-58.
[32] Ota, K., Shinya, M. and Kudo, K., 2019, Transcranial direct current stimulation over dorsolateral prefrontal cortex modulates risk-attitude in motor decision-making. Frontiers in human neuroscience, 13, 297.
[33] Posada-Quintero, HF., Reljin, N., Bolkhovsky, J., Orjuela-Cañón, AD. and Chon, K., 2019, Brain Activity Correlates With Cognitive Performance Deterioration During Sleep Deprivation. Frontiers in neuroscience, 13, 1001.
[34] Prestel, M., Riedl, R., Stark, R. and Ott, U., 2019, Enhancing Mindfulness by Combining Neurofeedback with Meditation. Journal of Consciousness Studies, Jan 1-26(7-8), 268-93.
[35] Rajendran, A., Sudeshraj, R. and Sureshkumar, S., 2019, Phytonutrients: Stress and relaxation dietary health food supplements. The Pharma Innovation Journal, 8(5), 799-802.
[36] Rempel, K., Holmes, G. and Zanna, P., 1985, Trust in close relationships. Journal of Personality and Social Psychology, 49, 95-112.
[37] Sacré, P., Kerr, MS., Subramanian, S., Fitzgerald, Z., Kahn, K., Johnson, MA., Niebur, E., Eden, UT., González-Martínez, JA., Gale, JT. and Sarma, SV., 2019, Risk-taking bias in human decision-making is encoded via a right–left brain push–pull system, Proceedings of the National Academy of Sciences, Jan 22-116(4), 1404-13.
[38] Tang, YY., Tang, R., Rothbart, MK. and Posner, MI., 2019, Frontal theta activity and white matter plasticity following mindfulness meditation. Current opinion in psychology, Apr 18.
[39] Teplan, M., Krakovska, A. and Štolc, S., 2006, EEG responses to long-term audio–visual stimulation. International journal of psychophysiology, 59(2), 81-90.
[40] Tohidi, H., Jabbari, M.M., (2012). “Decision role in management to increase effectiveness of an organization”. Procedia-social and behavioral sciences, 32: 825-828.
[41] Wang, TC., Tsai, CL., Tang, TW., Wang WL. and Lee, KT., 2019, The Effect of Cycling Through a Projection-Based Virtual Environment System on Generalized Anxiety Disorder, Journal of clinical medicine, Jul, 8(7), 973.
[42] Wang, Y., Zhang, Z., Jing, Y., Valadez, A. and Simons, F., 2016, How do we trust strangers? The neural correlates of decision making and outcome evaluation of generalized trust. Social cognitive and affective neuroscience, 11(10), 1666–1676.
[43] Williams, J., Ramaswamy, D. and Oulhaj, A., 2006, 10 Hz flicker improves recognition memory in older people. BMC Neurosci, 7(21).

[44] Winston, S., Strange, A., O'Doherty, J. and Dolan, J., 2002, Automatic and intentional brain responses during evaluation of trustworthiness of faces. Nature neuroscience, 5(3), 277.