Abstract
An Embodied Conversational Agent-based human deception detection system was tested in a laboratory experiment during which some subjects had committed a mock crime and had guilty knowledge of that crime. Sensor signals were analyzed for their ability to discriminate between guilty/deceptive and innocent/truthful examinees and suitability for conducting automated agent-based deception interviews. Electrodermal activity confirmed the presence of arousal during the agent-based interviews.
This research was supported by the U.S. Department of Homeland (DHS) Security and the Center for Identification Technology Research (CITeR), a National Science Foundation I/UCRC.
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References
Derrick, D.C., Elkins, A.C., Burgoon, J.K., Nunamaker Jr., J.F., Zeng, D.: Border security credibility assessments via heterogeneous sensor fusion. IEEE Intell. Syst. 25(3), 41–49 (2010)
Nunamaker Jr., J.F., Derrick, D.C., Elkins, A.C., Burgoon, J.K., Patton, M.W.: Embodied conversational agent-based kiosk for automated interviewing. J. Manag. Inf. Syst. 28(1), 17–48 (2011)
Twyman, N.W., Lowry, P.B., Burgoon, J.K., Nunamaker Jr., J.F.: Autonomous scientifically controlled screening systems for detecting information purposely concealed by individuals. J. Manag. Inf. Syst. 31(3), 106–137 (2014)
Derrick, D.C., Jenkins, J.L., Nunamaker Jr., J.F.: Design principles for special purpose, embodied, conversational intelligence with environmental sensors (SPECIES). AIS Trans. Hum.-Comput. Interact. 3(2), 62–81 (2011)
Sokolov, E.N.: Higher nervous functions: orienting reflex. Annu. Rev. Physiol. 25(1), 545–580 (1963)
Posner, M.I.: Orienting of attention. Q. J. Exp. Psychol. 32(1), 3–25 (1980)
Cannon, W.B.: Bodily changes in pain, hunger, fear and rage: An account of recent research into the function of emotional excitement. Appleton-Century-Crofts, New York (1929)
Gardner, R.M., Beltramo, J.S., Krinsky, R.: Pupillary changes during encoding, storing, and retrieval of information. Percept. Mot. Skills 41(3), 951–955 (1975)
Goldwater, B.C.: Psychological significance of pupillary movements. Psychol. Bull. 77(5), 340–355 (1972)
Nieuwenhuis, S., De Geus, E.J., Aston-Jones, G.: The anatomical and functional relationship between the P3 and autonomic components of the orienting response. Psychophysiology 48(2), 162–175 (2011)
Nunnally, J.C., Knott, P.D., Duchowski, A.: Pupillary response as a general measure of activation. Atten. Percept. Psychophys. 2(4), 149–155 (1967)
Bradley, M.T., Janisse, M.P.: Accuracy demonstrations, threat, and the detection of deception: cardiovascular, electrodermal, and pupillary measures. Psychophysiology 18(3), 307–315 (1981)
Janisse, M.P., Bradley, M.T.: Deception, information and the pupillary response. Percept. Mot. Skills 50(3), 748–750 (1980)
Lubow, R.E., Fein, O.: Pupillary size in response to a visual guilty knowledge test: new technique for the detection of deception. J. Exp. Psychol. Appl. 2(2), 164–177 (1996)
Apple, W., Streeter, L.A., Krauss, R.M.: Effects of pitch and speech rate on personal attributions. J. Pers. Soc. Psychol. 37(5), 715–727 (1979)
Bachorowski, J.A., Owren, M.J.: Vocal expression of emotion: Acoustic properties of speech are associated with emotional intensity and context. Psychol. Sci. 6(4), 219–224 (1995)
DePaulo, B.M., Lindsay, J.J., Malone, B.E., Muhlenbruck, L., Charlton, K., Cooper, H.: Cues to deception. Psychol. Bull. 129(1), 74–118 (2003)
Elkins, A.C., Stone, J.: The Effect of Cognitive Dissonance on Argument Language and Vocalics. Kauai, Koloa (2011)
Rockwell, P., Buller, D.B., Burgoon, J.K.: Measurement of deceptive voices: Comparing acoustic and perceptual data. Appl. Psycholinguist. 18(4), 471–484 (1997)
Zuckerman, M., DePaulo, B.M., Rosenthal, R.: Verbal and nonverbal communication of deception. In: Berkowitz, L. (ed.) Advances in Experimental Social Psychology, vol. 14, pp. 1–59. Academic Press, New York (1981)
Buller, D.B., Burgoon, J.K.: Interpersonal deception theory. Commun. Theory 6(3), 203–242 (1996)
Elkins, A.C., Derrick, D.C., Gariup, M.: The voice and eye gaze behavior of an imposter: automated interviewing and detection for rapid screening at the border. In: Conference of the European Chapter of the Association for Computational Linguistics, Avignon, France (2012)
Gamer, M., Rill, H.G., Vossel, G., Gödert, H.W.: Psychophysiological and vocal measures in the detection of guilty knowledge. Int. J. Psychophysiol. 60(1), 76–87 (2006)
Lykken, D.T.: The GSR in the detection of guilt. J. Appl. Psychol. 43, 385–388 (1959)
Krapohl, D.J., McCloughlan, J.B., Senter, S.M.: How to use the concealed information test. Polygraph 35(3), 34–49 (2009)
Cronbach, L.J.: Coefficient alpha and the internal structure of tests. Psychometrika 16(3), 297–334 (1951)
Rosenthal, R.: Handbook of Methods in Nonverbal Behavior. In: Ekman, P., Scherer, K. (eds.), Cambridge, New York (1982)
Nunnally, J.C.: Psychometric Theory. McGraw-Hill, New York (1978)
Mossman, D., Somoza, E.: ROC curves, test accuracy, and the description of diagnostic tests. J. Neuropsychiatry Clin. Neurosci. 3, 330–333 (1991)
Somoza, E., Mossman, D.: Neuropsychiatric decision making: Designing nonbinary diagnostic tests. J. Neuropsychiatry 3, 197–200 (1991)
Burgoon, J.K., Floyd, K.: Testing for the motivation impairment effect during deceptive and truthful interaction. West. J. Commun. 64(3), 243–267 (2000)
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Elkins, A.C., Proudfoot, J.G., Twyman, N., Burgoon, J.K., Nunamaker, J.F. (2018). Embodied Conversational Agent-Based Deception Detection. In: Bi, Y., Kapoor, S., Bhatia, R. (eds) Proceedings of SAI Intelligent Systems Conference (IntelliSys) 2016. IntelliSys 2016. Lecture Notes in Networks and Systems, vol 16. Springer, Cham. https://doi.org/10.1007/978-3-319-56991-8_22
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