Title :
On the speed-accuracy tradeoff in collective decision making
Author :
Srivastava, Vishnu ; Leonard, Naomi Ehrich
Author_Institution :
Mech. & Aerosp. Eng. Dept., Princeton Univ., Princeton, NJ, USA
Abstract :
We study collective decision making in human groups performing a two alternative choice task. We model the evidence aggregation process across the network using a coupled drift diffusion model (DDM) and consider the free response paradigm in which humans take their time to make the decision. We analyze the coupled DDM under a mean-field type approximation and characterize approximate error rates and expected decision times for each individual in the group as a function of their location in the network. We also provide approximations to the first passage time distributions for each individual. We elucidate criteria to select thresholds for decision making in human groups as well as in engineering applications.
Keywords :
approximation theory; distributed decision making; error analysis; human factors; DDM; approximate error rate characterization; collective decision making; coupled drift diffusion model; evidence aggregation process; first passage time distributions; free response paradigm; human groups; mean-field type approximation; speed-accuracy tradeoff; two alternative choice task; Approximation methods; Decision making; Equations; Error analysis; Laplace equations; Standards; Upper bound;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760156