Cognitive Choice Modeling
300 pp., 6 x 9 in, 47
- Published: March 9, 2021
- Published: March 9, 2021
The emerging interdisciplinary field of cognitive choice models integrates theory and recent research findings from both decision process and choice behavior.
Cognitive decision processes provide the interface between the environment and brain, enabling choice behavior, and the basic cognitive mechanisms underlying decision processes are fundamental to all fields of human activity. Yet cognitive processes and choice processes are often studied separately, whether by decision theorists, consumer researchers, or social scientists. In Cognitive Choice Modeling, Zheng Joyce Wang and Jerome Busemeyer introduce a new cognitive modeling approach to the study of human choice behavior. Integrating recent research findings from both cognitive science and choice behavior, they lay the groundwork for the emerging interdisciplinary field of cognitive choice modeling.
The authors focus on individual choice behavior. They begin with a survey of decision science, covering such areas as utility theory, random utility models, and statistical methods for estimating and comparing choice models. They then introduce recent cognitive psychology theories on signal detection and sequential sampling in decision-making. They cover applications of sequential sampling models to both evidence-based and value-based decisions. Their discussion of recent theoretical findings on the integration of learning and choice includes the differences between model-free and model-based learning theories. Having presented the foundational behavioral findings, they move on to the rapid progress being made toward understanding the relations between cognitive choice models and the neural mechanisms underlying choice behavior. Finally, they examine new research directions, including process models based on quantum probability principles.
“This book should serve as the starting point for anyone wanting to learn how to model the dynamics of choice from stimulus inputs. The authors cover all the theoretical foundations of mathematical psychology, starting with utility theory and progressing all the way up to quantum probability.”
Brandon Turner, Associate Professor of Psychology, The Ohio State University
“How should people make decisions? How do they make decisions, and can they make better decisions? The science of decision-making is rich and complex. Cognitive Choice Modeling provides the tools to form a cohesive framework to help make sense of decision-making.”
Tim Pleskac, Professor of Psychology, University of Kansas