Abstract
In this study, an adaptive temporal-causal network model is presented for learning of basic skills for social interaction. It focuses on greeting a known person and how that relates to learning how to recognize a person from seeing his or her face. The model involves a Hebbian learning process. The model also addresses avoidance behavior related to enhanced sensory processing sensitivity. In scenarios persons without and with enhanced sensory processing sensitivity are compared. Mathematical analysis was performed to verify correctness of the model.
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References
Apps, M.A., Tsakiris, M.: Predictive codes of familiarity and context during the perceptual learning of facial identities. Nat. Commun. 4, 2698 (2013)
Baker, A.E.Z., Lane, A.E., Angley, M.T., Young, R.L.: The relationship between sensory processing patterns and behavioural responsiveness in autistic disorder: a pilot study. J. Autism Dev. Disord. 38, 867–875 (2008)
Blair, R., Frith, U., Smith, N., Abell, F., Cipolotti, L.: Fractionation of visual memory: agency detection and its impairment in autism. Neuropsychologia 40(1), 108–118 (2002)
Brass, M., Spengler, S.: The inhibition of imitative behaviour and attribution of mental states. In: Striano, T., Reid, V. (eds.) Social Cognition: Development, Neuroscience, and Autism, pp. 52–66. Wiley-Blackwell, Oxford (2009)
Corden, B., Chilvers, R., Skuse, D.: Avoidance of emotionally arousing stimuli predicts social- perceptual impairment in asperger’s syndrome. Neuropsychologia 46, 137–147 (2008)
Crane, L., Goddard, L., Pring, L.: Sensory processing in adults with autism spectrum disorders. Autism 13, 215–228 (2009)
Dapretto, M., Davies, M.S., Pfeifer, J.H., Scott, A.A., Sigman, M., Bookheimer, S.Y., Iacoboni, M.: Understanding emotions in others: mirror neuron dysfunction in children with autism spectrum disorders. Nat. Neurosci. 9(1), 28–30 (2006)
Darwin, C.: The Expression of the Emotions in Man and Animals. John Marry, London (1872)
Dawson, G., Webb, S.J., Wijsman, E., Schellenberg, G., Estes, A., Munson, J., Faja, S.: Neurocognitive and electrophysiological evidence of altered face processing in parents of children with autism: implications for a model of abnormal development of social brain circuitry in autism. Dev. Psychopathol. 17(03), 679–697 (2005)
Farah, M.J., Wilson, K.D., Drain, M., Tanaka, J.N.: What is “special” about face perception? Psychol. Rev. 105(3), 482 (1998)
Gepner, B., Féron, F.: Autism: a world changing too fast for a mis-wired brain? Neurosci. Biobehav. Rev. 33, 1227–1242 (2009)
Gerstner, W., Kistler, W.M.: Mathematical formulations of Hebbian learning. Biol. Cybern. 87, 404–415 (2002)
Grèzes, J., de Gelder, B.: Social perception: understanding other people’s intentions and emotions through their actions. In: Striano, T., Reid, V. (eds.) Social Cognition: Development, Neuroscience, and Autism, pp. 67–78. Wiley-Blackwell, Oxford (2009)
Grèzes, J., Wicker, B., Berthoz, S., de Gelder, B.: A failure to grasp the affective meaning of actions in autism spectrum disorder subjects. Neuropsychologica 47, 1816–1825 (2009)
Hauck, M., Fein, D., Maltby, N., Waterhouse, L., Fein- stein, C.: Memory for faces in children with autism. Child Neuropsychol. 4(3), 187–198 (1998)
Von Hofsten, C., Gredebäck, G.: The role of looking in social cognition: perspectives from development and autism. In: Striano, T., Reid, V. (eds.) Social Cognition: Development, Neuroscience, and Autism, pp. 237–253. Wiley-Blackwell, Oxford (2009)
Hutt, C., Hutt, S.J., Lee, D., Ousted, C.: Arousal and childhood autism. Nature 204, 908–909 (1964)
Iacoboni, M.: Mirroring People: the New Science of How We Connect with Others. Farrar, Straus & Giroux, New York (2008)
Kajimura, S., Nomura, M.: When we cannot speak: eye contact disrupts resources available to cognitive control processes during verb generation. Cognition 157, 352–357 (2016)
Kirchner, J.C., Hatri, A., Heekeren, H.R., Dziobek, I.: Autistic symptomatology, face processing abilities, and eye fixation patterns. J. Autism Dev. Disord. 41, 158–167 (2011)
Kita, Y., Gunji, A., Inoue, Y., Goto, T., Sakihara, K., Kaga, M., Inagaki, M., Hosokawa, T.: Self-face recognition in children with autism spectrum disorders: a near- infrared spectroscopy study. Brain Dev. 33(6), 494–503 (2011)
Kylliäinen, A., Hietanen, J.K.: Skin Conductance responses to another person’s gaze in children with autism. J. Autism Dev. Disord. 36, 517–525 (2006)
Lane, A.E., Young, R.L., Baker, A.E.Z., Angley, M.T.: Sensory processing subtypes in autism: association with adaptive behavior. J. Autism Dev. Disord. 40, 112–122 (2010)
Leopold, D.A., Rhodes, G.: A comparative view of face perception. J. Comput. Psychol. 124(3), 233 (2010)
Neumann, D., Spezio, M.L., Piven, J., Adolphs, R.: Looking you in the mouth: abnormal gaze in autism resulting from impaired top-down modulation of visual attention. Soc. Cogn. Affect. Neurosci. 1, 194–202 (2006)
Smith, A.: The empathy imbalance hypothesis of autism: a theoretical approach to cognitive and emotional empathy in autistic development. Psychol. Rec. 59, 489–510 (2009)
Schultz, R.T.: Developmental deficits in social perception in autism: the role of the amygdala and fusiform face area. Int. J. Dev. Neurosci. 23(2), 125–141 (2005)
Spezio, M.L., Adolphs, R., Hurley, R.S.E., Piven, J.: Analysis of face gaze in autism using ‘bubbles’. Neuropsychologia 45, 144–151 (2007)
Steinbeis, N.: The role of self–other distinction in understanding others’ mental and emotional states: neurocognitive mechanisms in children and adults. Phil. Trans. R. Soc. B 371(1686), 20150074 (2016)
Tanaka, J.W., Wolf, J.M., Klaiman, C., Koenig, K., Cockburn, J., Herlihy, L., Brown, C., Stahl, S., Kaiser, M.D., Schultz, R.T.: Using computerized games to teach face recognition skills to children with autism spectrum disorder: the let’s face it! program. J. Child Psychol. Psychiatry 51(8), 944–952 (2010)
Tinbergen, E.A., Tinbergen, N.: Early Childhood Autism: An Ethological Approach. Advances in Ethology, vol. 10. Journal of Comparative Ethology Supplement. Paul Perry, Berlin (1972)
Treur, J.: Network-Oriented Modeling: Addressing Complexity of Cognitive, Affective and Social Interactions. Springer, Heidelberg (2016)
Valenza, E., Simion, F., Cassia, V.M., Umilta, C.: Face preference at birth. J. Exp. Psychol. Hum. Percept. Perform. 22(4), 892 (1996)
Wallace, S., Coleman, M., Bailey, A.: Face and object processing in autism spectrum disorders. Autism Res. 1(1), 43–51 (2008)
Weigelt, S., Koldewyn, K., Kanwisher, N.: Face identity recognition in autism spectrum disorders: a review of behavioral studies. Neurosci. Biobehav. Rev. 36(3), 1060–1084 (2012)
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Commu, C., Theelen, M., Treur, J. (2017). An Adaptive Temporal-Causal Network Model for Enabling Learning of Social Interaction. In: Bajo, J., et al. Highlights of Practical Applications of Cyber-Physical Multi-Agent Systems. PAAMS 2017. Communications in Computer and Information Science, vol 722. Springer, Cham. https://doi.org/10.1007/978-3-319-60285-1_22
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DOI: https://doi.org/10.1007/978-3-319-60285-1_22
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