Discovering Multicausality in the Development of Coordinated Behavior

Human interaction involves the organization of a collection of sensorimotor systems across space and time. The study of how coordination develops in child-parent interaction has primarily focused on understanding the development of specific coordination patterns from individual modalities. However, less work has taken a systems view and investigated the development of coordination among multiple interdependent behaviors. In the present work, we used Granger causality as a mathematical model to construct dyadic causal networks of multimodal data collected from a longitudinal study of child-parent interaction. At a grouplevel, we observed increases in the number of causal links and in the strength of such links in dyadic interaction from 9months to 12-months. At an individual-level, we observed high variability in the types of causal links that emerged across developmental ages. We discuss these results in terms of a multicausality hypothesis for the development of human coordination.

[1]  A. Kendon Movement coordination in social interaction: some examples described. , 1970, Acta psychologica.

[2]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[3]  J. Cohn,et al.  Mother infant face to face interaction influence is bidirectional and unrelated to periodic cycles in either partner's behavior , 1988 .

[4]  Rick Dale,et al.  Behavior Matching in Multimodal Communication Is Synchronized , 2012, Cogn. Sci..

[5]  John D. Storey A direct approach to false discovery rates , 2002 .

[6]  Simon Garrod,et al.  Joint Action, Interactive Alignment, and Dialog , 2009, Top. Cogn. Sci..

[7]  A. Seth,et al.  Granger causality and transfer entropy are equivalent for Gaussian variables. , 2009, Physical review letters.

[8]  P. Mundy,et al.  Individual differences and the development of joint attention in infancy. , 2007, Child development.

[9]  J. Bruner,et al.  The capacity for joint visual attention in the infant , 1975, Nature.

[10]  C. Granger Investigating causal relations by econometric models and cross-spectral methods , 1969 .

[11]  Michael J. Richardson,et al.  Social Connection Through Joint Action and Interpersonal Coordination , 2009, Top. Cogn. Sci..

[12]  P. N. Kugler,et al.  Information, Natural Law, and the Self-Assembly of Rhythmic Movement , 2015 .

[13]  Riccardo Fusaroli,et al.  Analyzing Social Interactions: The Promises and Challenges of Using Cross Recurrence Quantification Analysis , 2014 .

[14]  Esther Thelen,et al.  Dynamic Systems Theories , 2007 .

[15]  Kasey C. Soska,et al.  Head-mounted eye tracking: a new method to describe infant looking. , 2011, Child development.

[16]  Riccardo Fusaroli,et al.  Investigating Conversational Dynamics: Interactive Alignment, Interpersonal Synergy, and Collective Task Performance , 2016, Cogn. Sci..

[17]  Linda B. Smith,et al.  Joint Attention without Gaze Following: Human Infants and Their Parents Coordinate Visual Attention to Objects through Eye-Hand Coordination , 2013, PloS one.

[18]  Emery N. Brown,et al.  A Granger Causality Measure for Point Process Models of Ensemble Neural Spiking Activity , 2011, PLoS Comput. Biol..

[19]  Jill Gilkerson,et al.  A Social Feedback Loop for Speech Development and Its Reduction in Autism , 2014, Psychological science.

[20]  Steven L. Bressler,et al.  Wiener–Granger Causality: A well established methodology , 2011, NeuroImage.

[21]  Chen Yu,et al.  Analyzing multimodal time series as dynamical systems , 2010, ICMI-MLMI '10.

[22]  M. Tomasello,et al.  Joint attention and early language. , 1986, Child development.

[23]  Herbert H. Clark,et al.  Grounding in communication , 1991, Perspectives on socially shared cognition.

[24]  Christine F Delgado,et al.  The temporal coordination of early infant communication. , 2003, Developmental psychology.

[25]  P. Mundy,et al.  CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE Attention, Joint Attention, and Social Cognition , 2022 .

[26]  Chen Yu,et al.  Multiple Sensory-Motor Pathways Lead to Coordinated Visual Attention. , 2017, Cognitive science.

[27]  E. Thelen,et al.  Development as a Dynamic System , 1992 .

[28]  M. Goldstein,et al.  Social interaction shapes babbling: Testing parallels between birdsong and speech , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[29]  C. Granger Investigating Causal Relations by Econometric Models and Cross-Spectral Methods , 1969 .