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Resource-Adaptive Cognitive Processes

by Crocker, Matthew W.
Authors: Siekmann, Jörg.%editor. | SpringerLink (Online service) Series: Cognitive Technologies, 1611-2482 Physical details: XI, 423p. 151 illus., 72 illus. in color. online resource. ISBN: 354089408X Subject(s): Computer science. | Artificial intelligence. | Computational linguistics. | Computer Science. | Artificial Intelligence (incl. Robotics). | Computational Linguistics. | User Interfaces and Human Computer Interaction. | Models and Principles.
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Resource-Adaptive Cognitive Processes -- I – Resource-Bounded Cognitive Processes in Human Information Processing -- Visuo-spatialWorking Memory as a Limited Resource of Cognitive Processing -- From Resource-Adaptive Navigation Assistance to Augmented Cognition -- Error-Induced Learning as a Resource-Adaptive Process in Young and Elderly Individuals -- An ERP-Approach to Study Age Differences in Cognitive Control Processes -- Simulating Statistical Power in Latent Growth Curve Modeling: A Strategy for Evaluating Age-Based Changes in Cognitive Resources -- Conflicting Constraints in Resource-Adaptive Language Comprehension -- The Evolution of a Connectionist Model of Situated Human Language Understanding -- II – Resource-Adaptive Processes in Human—Machine Interaction -- Assessment of a User’s Time Pressure and Cognitive Load on the Basis of Features of Speech -- The Shopping Experience of Tomorrow: Human-Centered and Resource-Adaptive -- Seamless Resource-Adaptive Navigation -- Linguistic Processing in a Mathematics Tutoring System: Cooperative Input Interpretation and Dialogue Modelling -- Resource-Bounded Modelling and Analysis of Human-Level Interactive Proofs -- III – Resource-Adaptive Rationality in Machines -- Comparison of Machine Learning Techniques for Bayesian Networks for User-Adaptive Systems -- Scope Underspecification with Tree Descriptions: Theory and Practice -- Dependency Grammar: Classification and Exploration -- ?MEGA: Resource-Adaptive Processes in an Automated Reasoning System.

This book investigates the adaptation of cognitive processes to limited resources. The central topics of this book are heuristics considered as results of the adaptation to resource limitations, through natural evolution in the case of humans, or through artificial construction in the case of computational systems; the construction and analysis of resource control in cognitive processes; and an analysis of resource-adaptivity within the paradigm of concurrent computation. The editors integrated the results of a collaborative 5-year research project that involved over 50 scientists. After a motivation of resource-adaptive cognitive processes and self-adaptive systems, the editors organized 22 chapters into 5 sections dealing with resource-bounded and resource-adaptive cognitive processes in human information processing and human-machine systems, and the related technology transfer issues. The book will benefit researchers in the fields of artificial intelligence, computer science, computational linguistics and psychology.

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