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A Connectionist Formulation of Learning in Dynamic Decision-Making Tasks
, 1995
"... A formulation of learning in dynamic decision-making tasks is developed, building on the application of control theory to the study of human performance in dynamic decision making and a connectionist approach to motor control. The formulation is implemented as a connectionist model and compared ..."
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Cited by 7 (2 self)
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A formulation of learning in dynamic decision-making tasks is developed, building on the application of control theory to the study of human performance in dynamic decision making and a connectionist approach to motor control. The formulation is implemented as a connectionist model and compared
Learning in a Dynamic Decision Making Task: The Recognition Process
"... The Instance-Based Learning Theory (IBLT) suggests Recognition, the ability to discriminate among familiar classes of objects, is the first determinant of decision-making in complex tasks (Gonzalez, Lerch, & Lebiere, Conditionally accepted). According to IBLT, the main object of knowledge is an ..."
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The Instance-Based Learning Theory (IBLT) suggests Recognition, the ability to discriminate among familiar classes of objects, is the first determinant of decision-making in complex tasks (Gonzalez, Lerch, & Lebiere, Conditionally accepted). According to IBLT, the main object of knowledge
The simBorg Approach to Modeling a Dynamic Decision-making Task
"... Understanding decision-making processes within dynamic task environments via embodied computational cognitive models proves to be a challenge for the modeling community (see Gonzalez, Lerch, & Lebiere, 2003 for an example). Decisions made by an agent may be the result of explicit, strategic mov ..."
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Cited by 1 (1 self)
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Understanding decision-making processes within dynamic task environments via embodied computational cognitive models proves to be a challenge for the modeling community (see Gonzalez, Lerch, & Lebiere, 2003 for an example). Decisions made by an agent may be the result of explicit, strategic
The Impact of Perceptual Aliasing on Exploration and Learning in a Dynamic Decision Making Task
"... Perceptual aliasing arises in situations where multiple, distinct states of the world give rise to the same percept. In this study, we examine how the degree of perceptual aliasing in a task impacts the ability of human agents to learn reward-maximizing decision strategies. Previous work has shown t ..."
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by Gureckis & Love (2009) and highlight the important role that state representations may have on behavior in dynamic decision making and learning tasks. Keywords: perceptual aliasing, dynamic decision making, reinforcement learning
The Impact of Perceptual Aliasing on Human Learning in a Dynamic Decision Making Task
"... A crucial problem facing both human and artificial RL agents is correctly perceiving, and interpreting, the current state of the environment. For instance, imagine a traveler staying in an unfamiliar hotel, with each floor and exit decorated identically. Based on perceptual information alone, this g ..."
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and categorization of distinct task states might interact with these learning and decision-making processes to determine human performance
Testing the Effects of a System Dynamics Decision Aid on Mental Model Accuracy and Performance on Dynamic Decision Making Tasks
"... Previous studies have suggested that decision aid support can positively affect performance on dynamic decision making tasks. However, few studies have examined the effects of decision aid support on the cognitive mechanisms underpinning performance. This study tested the relationships between decis ..."
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Cited by 2 (0 self)
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Previous studies have suggested that decision aid support can positively affect performance on dynamic decision making tasks. However, few studies have examined the effects of decision aid support on the cognitive mechanisms underpinning performance. This study tested the relationships between
State Generalization 1 Navigating through Abstract Decision Spaces: Evaluating the Role of State Generalization in a Dynamic Decision-Making Task
"... Research on dynamic decision-making tasks, in which the payoffs associated with each choice vary with participants ’ recent choice history, shows that humans have difficulty making long-term optimal choices in the presence of attractive immediate rewards. However, a number of recent studies have sho ..."
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Research on dynamic decision-making tasks, in which the payoffs associated with each choice vary with participants ’ recent choice history, shows that humans have difficulty making long-term optimal choices in the presence of attractive immediate rewards. However, a number of recent studies have
2012. “The effects of performance motivation: A computational exploration of a dynamic decision making task
- In Proceedings of the First International Conference on Brain-Mind, 7–14. East
"... Abstract—Effects of performance motivation on task per-formance have been observed empirically [1]. In this study, we explore one such result, the effects of assigned goals on performance of the well-studied Kanfer-Ackerman air traffic control task. We argue that the phenomenon observed in this task ..."
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Cited by 1 (1 self)
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Abstract—Effects of performance motivation on task per-formance have been observed empirically [1]. In this study, we explore one such result, the effects of assigned goals on performance of the well-studied Kanfer-Ackerman air traffic control task. We argue that the phenomenon observed
Comparison of Individual and Team-Based Dynamic Decision-Making Task (Anti-Air Warfare Coordinator): Consideration of Subjective Mental Workload and Metacognition
"... In most industrial systems, people not only work as individuals, but also a member of one or more teams. This research investigates the effect of human mental workload and metacognition between an individual and team-based dynamic control task. Although advanced technology provides the ability to de ..."
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In most industrial systems, people not only work as individuals, but also a member of one or more teams. This research investigates the effect of human mental workload and metacognition between an individual and team-based dynamic control task. Although advanced technology provides the ability
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"... Accounting for outcome and process measures in dynamic decision-making tasks through model calibration ..."
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Accounting for outcome and process measures in dynamic decision-making tasks through model calibration
Results 1 - 10
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