AIMC Topic: Task Performance and Analysis

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Let's Work Together: A Meta-Analysis on Robot Design Features That Enable Successful Human-Robot Interaction at Work.

Human factors Nov 11, 2020
OBJECTIVE: This meta-analysis reviews robot design features of interface, controller, and appearance and statistically summarizes their effect on successful human-robot interaction (HRI) at work (that is, task performance, cooperation, satisfaction, ...
Humans Trust Robotics Personal Satisfaction Workload Task Performance and Analysis
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A recurrent neural network framework for flexible and adaptive decision making based on sequence learning.

PLoS computational biology Nov 3, 2020
The brain makes flexible and adaptive responses in a complicated and ever-changing environment for an organism's survival. To achieve this, the brain needs to understand the contingencies between its sensory inputs, actions, and rewards. This is anal...
Learning Humans Animals Neural Networks, Computer Computational Biology Bayes Theorem Brain Models, Neurological Reward Decision Making Task Performance and Analysis Computer Simulation Reinforcement, Psychology Models, Statistical Natural Language Processing
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Detecting and Responding to Information Overload With an Adaptive User Interface.

Human factors Oct 15, 2020
OBJECTIVE: The objective of this study was to develop and evaluate an adaptive user interface that could detect states of operator information overload and calibrate the amount of information on the screen.
Workload Humans Attention Task Performance and Analysis Machine Learning User-Computer Interface
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Reward-predictive representations generalize across tasks in reinforcement learning.

PLoS computational biology Oct 15, 2020
In computer science, reinforcement learning is a powerful framework with which artificial agents can learn to maximize their performance for any given Markov decision process (MDP). Advances over the last decade, in combination with deep neural netwo...
Humans Neural Networks, Computer Algorithms Markov Chains Task Performance and Analysis Models, Psychological Reinforcement, Psychology Brain Animals Reward
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A Cyber-Physical-Human System for One-to-Many UAS Operations: Cognitive Load Analysis.

Sensors (Basel, Switzerland) Sep 23, 2020
The continuing development of avionics for Unmanned Aircraft Systems (UASs) is introducing higher levels of intelligence and autonomy both in the flight vehicle and in the ground mission control, allowing new promising operational concepts to emerge....
Cognition Aircraft Task Performance and Analysis Artificial Intelligence Reproducibility of Results Humans
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Evaluation of mental workload during automobile driving using one-class support vector machine with eye movement data.

Applied ergonomics Jul 6, 2020
The aim of this study is to investigate the usefulness of the anomaly detection method by one-class support vector machine (OCSVM) for the evaluation of mental workload (MWL) during automobile driving. Twelve students (six males and six females) part...
Automobile Driving Head Task Performance and Analysis Blinking Support Vector Machine Female Male Decision Making Young Adult Eye Movements Workload Humans Time Factors Computer Simulation
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Automatic task recognition in a flexible endoscopy benchtop trainer with semi-supervised learning.

International journal of computer assisted radiology and surgery Jun 26, 2020
PURPOSE: Inexpensive benchtop training systems offer significant advantages to meet the increasing demand of training surgeons and gastroenterologists in flexible endoscopy. Established scoring systems exist, based on task duration and mistake evalua...
Algorithms Reproducibility of Results Humans Machine Learning Task Performance and Analysis Endoscopy Video Recording Equipment Design Internship and Residency Pattern Recognition, Automated Gastroenterology Endoscopes Supervised Machine Learning Diagnosis, Computer-Assisted
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Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits.

NeuroImage May 30, 2020
Accumulating evidence from whole brain functional magnetic resonance imaging (fMRI) suggests that the human brain at rest is functionally organized in a spatially and temporally constrained manner. However, because of their complexity, the fundamenta...
Magnetic Resonance Imaging Brain Mapping Intelligence Neural Networks, Computer Brain Image Processing, Computer-Assisted Memory, Short-Term Neural Pathways Humans Rest Task Performance and Analysis
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Measurement and identification of mental workload during simulated computer tasks with multimodal methods and machine learning.

Ergonomics May 7, 2020
This study attempted to multimodally measure mental workload and validate indicators for estimating mental workload. A simulated computer work composed of mental arithmetic tasks with different levels of difficulty was designed and used in the experi...
Heart Rate Task Performance and Analysis Humans Galvanic Skin Response Electroencephalography Machine Learning Young Adult Electromyography Computer Simulation Male Workload Surveys and Questionnaires
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Integrating autonomously navigating assistance systems into the clinic: guiding principles and the ANTS-OR approach.

International journal of computer assisted radiology and surgery Apr 2, 2020
PURPOSE: Autonomously self-navigating clinical assistance systems (ASCAS) seem highly promising for improving clinical workflows. There is great potential for easing staff workload and improving overall efficiency by reducing monotonous and physicall...
Health Services Needs and Demand Task Performance and Analysis Operating Rooms Planning Techniques Robotics Humans Personnel Staffing and Scheduling Workload Algorithms Workflow Personnel Staffing and Scheduling Information Systems Computer Simulation
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