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Full Description
Dynamic Thinking: A Primer on Dynamic Field Theory introduces the reader to a new approach to understanding cognitive and neural dynamics using the concepts of Dynamic Field Theory (DFT). Dynamic Neural Fields are formalizations of how neural populations represent the continuous dimensions of perceptual features, movements, and cognitive decisions. The concepts of DFT establish links between brain and behavior, revealing ways in which models of brain function can be tested with both neural and behavioral measures. Thus, DFT bridges the gap between brain and behavior, between neuroscience and the behavioral sciences. The book provides systematic tutorials on the central concepts of DFT and their grounding in both dynamical systems theory and neurophysiology. The concrete mathematical implementation of these concepts is laid out, supported by hands-on exercises that make use of interactive simulators in MATLAB. The book also contains a large set of exemplary case studies in which the concepts and associated models are used to understand how elementary forms of embodied cognition emerge and develop.
Contents
Contributors
Abbreviations
General Introduction
John Spencer and Gregor Schöner
Part 1 Integrating Lower-Level Perception-Action with Higher-Level Cognition
Introduction to Part 1
Gregor Schöner and John P. Spencer
Chapter 1: The Dynamics of Neural Activation Variables
Gregor Schöner, Hendrik Reimann, and Jonas Lins
Chapter 2: Dynamic Field Theory
Gregor Schöner and Anne Schutte
Chapter 3: The Ties of DFT to Neurophyisology
Sebastian Schneegans, Jonas Lins, and Gregor Schöner
Chapter 4: Embodied Neural Dynamics
Gregor Schöner, Christian Faubel, Evelina Dineva, and Estela Bicho
Part 2 Integrating Lower-Level Perception-Action with Higher-Level Cognition
Introduction to Part 2
John P. Spencer and Gregor Schöner
Chapter 5: Integration and Selection in Multi-Dimensional Dynamic Fields.
Sebastian Schneegans, Jonas Lins, and John P. Spencer
Chapter 6: Integrating Perception and Working Memory in a Three-Layer Dynamic Field Model
Jeffrey S. Johnson and Vanessa R. Simmering
Chapter 7: Sensory-Motor and Cognitive Transformation
Sebastian Schneegans
Chapter 8: Integrating "What" and "Where": Visual Working Memory for Objects in a Scene
Sebastian Schneegans, John P. Spencer, and Gregor Schöner
Chapter 9: Dynamic Scene Representations and Autonomous Robotics
Stephan K. U. Zibner and Christian Faubel
Part 3 Integrating Thinking over Multiple Timescales
Introduction to Part 3
John P. Spencer and Gregor Schöner
Chapter 10: Developmental Dynamics: The Spatial Precision Hypothesis
Vanessa Simmering and Anne Schutte
Chapter 11: A Process View of Learning and Development in an Autonomous Exploratory System
Sammy Perone and Joseph P. Ambrose
Chapter 12: Grounding Word Learning in Space and Time
Larissa K. Samuelson and Christian Faubel
Chapter 13: The Emergence of Higher-level Cognitive Flexibility: DFT and Executive Function
Aaron T. Buss, Timothy Wifall, and Eliot Hazeltine
Chapter 14: Autonomous Sequence Generation in Dynamic Field Theory
Yulia Sandamirskaya
Conclusions: A 'How-to' Guide to Modeling with Dynamic Field Theory
Joseph Ambrose, Sebastian Schneegans, Gregor Schöner,
and John P. Spencer
