Abstract:
Lie detection is an important issue in various contexts ranging from criminal investigations to hiring processes.
The paper covers the prototyping and evaluation of an affordable Arduino-based lie detector that integrates
physiological sensors and machine learning to detect deception. Testing on 20 questions showed the detector
achieved 55% accuracy in identifying truth and 45% accuracy in identifying lies, with an overall accuracy of 50%.
While further refinements are needed, this prototype demonstrates the challenges of developing an accessible
lie-detection system.
Description:
[1] G. C. Bunn, ‘Supposing that truth is a woman, what then?’: The lie detector, the love machine, and the logic of fantasy, History of the Human Sciences 32 (2019) 135–163. doi:10.1177/
0952695119867022.
[2] E. Rusconi, T. Mitchener-Nissen, Prospects of functional magnetic resonance imaging as lie
detector, Frontiers in Human Neuroscience (2013). doi:10.3389/fnhum.2013.00594.
[3] BuildItDR, Arduino Lie Detector — projecthub.arduino.cc, https://projecthub.arduino.cc/BuildItDR/
arduino-lie-detector-41f703, 2022.
[4] S. Olfat, Arduino Polygraph Machine (Lie Detector) - ElectroPeak — electropeak.com, https:
//electropeak.com/learn/arduino-lie-detector-polygraph-machine/, 2016.
[5] C. A. Ruckmick, The truth about the lie detector, Journal of Applied Psychology 22 (1938) 50–58.
doi:10.1037/h0059742.
[6] W. G. Iacono, D. T. Lykken, The validity of the Lie detector: Two surveys of scientific opinion,
Journal of Applied Psychology 82 (1997) 426–433. doi:10.1037/0021-9010.82.3.426.
[7] D. T. Lykken, Psychology and the lie detector industry, The American psychologist 29 (1974)
725–739. doi:10.1037/h0037441.
[8] W. G. Iacono, Psychology and the lie detector industry: A fifty-year perspective, Biological
Psychology 190 (2024) 108808. doi:10.1016/j.biopsycho.2024.108808.
[9] N. Rodriguez-Diaz, D. Aspandi, F. M. Sukno, X. Binefa, Machine learning-based lie detector applied
to a novel annotated game dataset, Future Internet 14 (2022). doi:10.3390/fi14010002.
[10] J. J. Furedy, R. J. Heslegrave, Validity of the Lie Detector: A Psychophysiological Perspective,
Criminal Justice and Behavior 15 (1988) 219–246. doi:10.1177/0093854888015002008.
[11] V. Mellema, Lie Detector Tests, in: The Encyclopedia of Civil Liberties in America: Volumes
One-Three, volume 2, 2015, pp. 567–568. doi:10.4324/9781315699868-398.
[12] T. H. Feeley, M. J. Young, Humans as lie detectors: Some more second thoughts, Communication
Quarterly 46 (1998) 109–126. doi:10.1080/01463379809370090.
[13] T. R. Levine, C. N. H. Street, Lie-truth judgments: Adaptive lie detector account and truth-default
theory compared and contrasted, Communication Theory 34 (2024) 143–153. doi:10.1093/ct/qtae008.