Nominal Cross Recurrence as a Generalized Lag Sequential Analysis for Behavioral Streams

We briefly present lag sequential analysis for behavioral streams, a commonly used method in psychology for quantifying the relationships between two nominal time series. Cross recurrence quantification analysis (CRQA) is shown as an extension of this technique, and we exemplify this nominal application of CRQA to eye-movement data in human interaction. In addition, we demonstrate nominal CRQA in a simple coupled logistic map simulation used in previous communication research, permitting the investigation of properties of nonlinear systems such as bifurcation and onset to chaos, even in the streams obtained by coarse-graining a coupled nonlinear model. We end with a summary of the importance of CRQA for exploring the relationship between two behavioral streams, and review a recent theoretical trend in the cognitive sciences that would be usefully informed by this and similar nonlinear methods. We hope this work will encourage scientists interested in general properties of complex, nonlinear dynamical systems to apply emerging methods to coarse-grained, nominal units of measure, as there is an immediate need for their application in the psychological domain.

[1]  Vicenç Quera RAP: A computer program for exploring similarities in behavior sequences using random projections , 2008, Behavior research methods.

[2]  Alan Agresti,et al.  Categorical Data Analysis , 2003 .

[3]  Jürgen Kurths,et al.  Recurrence plots for the analysis of complex systems , 2009 .

[4]  R. Bakeman,et al.  Observing interaction: An introduction to sequential analysis, 2nd ed. , 1997 .

[5]  E. Buder A Nonlinear Dynamic Model of Social Interaction , 1991 .

[6]  Lai,et al.  Estimating generating partitions of chaotic systems by unstable periodic orbits , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[7]  N. Marwan,et al.  Nonlinear analysis of bivariate data with cross recurrence plots , 2002, physics/0201061.

[8]  K. Shockley,et al.  Mutual interpersonal postural constraints are involved in cooperative conversation. , 2003, Journal of experimental psychology. Human perception and performance.

[9]  Daniel C. Richardson,et al.  Conversation, Gaze Coordination, and Beliefs About Visual Context , 2009, Cogn. Sci..

[10]  Stéphane Ducasse,et al.  A language independent approach for detecting duplicated code , 1999, Proceedings IEEE International Conference on Software Maintenance - 1999 (ICSM'99). 'Software Maintenance for Business Change' (Cat. No.99CB36360).

[11]  Gunnar Von Heijne,et al.  Sequence Analysis in Molecular Biology: Treasure Trove or Trivial Pursuit , 2012 .

[12]  W. S. Condon,et al.  A segmentation of behavior , 1967 .

[13]  Alessandro Giuliani,et al.  Orthographic Structuring of Human Speech and Texts: Linguistic Application of Recurrence Quantification Analysis , 1997, ArXiv.

[14]  D. McNamara,et al.  Proceedings of the 29th Annual Cognitive Science Society , 2007 .

[15]  Andrew W. Moore,et al.  Fast Robust Logistic Regression for Large Sparse Datasets with Binary Outputs , 2003, AISTATS.

[16]  P Haggard,et al.  The psychology of action. , 2001, British journal of psychology.

[17]  Philip Smith Roger Bakeman John M. Gottman , 1987, Animal Behaviour.

[18]  Michael J. Spivey,et al.  Unraveling the Dyad: Using Recurrence Analysis to Explore Patterns of Syntactic Coordination Between Children and Caregivers in Conversation , 2006 .

[19]  ELIOT D. CHAPPLE,et al.  Experimental Production of Transients in Human Interaction , 1970, Nature.

[20]  The dimensionality of language , 2007 .

[21]  D. Ruelle,et al.  Recurrence Plots of Dynamical Systems , 1987 .

[22]  G. V. van Orden,et al.  Self-organization of cognitive performance. , 2003, Journal of experimental psychology. General.

[23]  Roger Bakeman,et al.  Analyzing Interaction: Sequential Analysis with SDIS and GSEQ , 1995 .

[24]  Anselm L. Strauss,et al.  Qualitative Analysis For Social Scientists , 1987 .

[25]  J. Osofsky Handbook of infant development , 1979 .

[26]  Daniel C. Richardson,et al.  Looking To Understand: The Coupling Between Speakers' and Listeners' Eye Movements and Its Relationship to Discourse Comprehension , 2005, Cogn. Sci..

[27]  Roger Bakeman,et al.  Analysis of Behavioral Streams , 2008 .

[28]  Daniel C. Richardson,et al.  The Art of Conversation Is Coordination , 2007, Psychological science.

[29]  Michael J. Spivey,et al.  Categorical Recurrence Analysis of Child Language , 2005 .

[30]  J. D. Saddy,et al.  Symbolic dynamics of event-related brain potentials. , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[31]  R. Bakeman,et al.  Log-linear approaches to lag-sequential analysis when consecutive codes may and cannot repeat. , 1995 .

[32]  A. Giuliani,et al.  Detecting deterministic signals in exceptionally noisy environments using cross-recurrence quantification , 1998 .

[33]  Daniel C. Richardson,et al.  The movement of eye and hand as a window into language and cognition , 2009 .

[34]  A. Giuliani,et al.  Recurrence quantification analysis of the logistic equation with transients , 1996 .