Faculty Collaboration Database

Estimating Appropriate Lag Length for Synchronized Physiological Time Series: The Electrodermal Response. Nonlinear Dynamics Psychol Life Sci 2015 Jul;19(3):285-312

Date

06/11/2015

Pubmed ID

26058337

Scopus ID

2-s2.0-84940109043 (requires institutional sign-in at Scopus site)   16 Citations

Abstract

Physiological synchronization of autonomic arousal between people is thought to be an important component of work team dynamics, therapist-client relationships, and other interpersonal dynamics. This article examines concepts and mathematical models of synchronization that could be relevant to work teams. Before it is possible to deploy nonlinear modeling, however, it is necessary to develop a strategy for determining appropriate lag lengths. If a measurement at time 2 is a function of itself at time 1 and a coupling effect from another source, what is the appropriate amount of real time that should be allowed to elapse between the two measurements in order to observe the coupling effect? This study examined four strategies for doing so. In the experiment, 78 undergraduates worked in pairs to perform a vigilance dual task for 90 min while galvanic skin responses (GSR) were recorded. Lags based on mutual entropy and the natural rate criteria produced corroborating results, whereas strategies based on a critical decline in the linear autocorrelation (max r/e) and Theiler's W did not produce usable results for this situation. Some connections were uncovered between linear autocorrelation strength and lag based on mutual entropy with performance on the tasks and subjective ratings of workload.

Author List

Guastello SJ, Reiter K, Malon M

Author

Stephen Guastello BA,MA,PhD Professor in the Psychology department at Marquette University

MESH terms used to index this publication - Major topics in bold

Adolescent
Adult
Arousal
Entropy
Female
Galvanic Skin Response
Humans
Interpersonal Relations
Male
Nonlinear Dynamics
Time Factors
Young Adult