AIMC Topic: Individuality

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A temporal-spatial feature fusion network for emotion recognition with individual differences reduction.

Neuroscience Jan 30, 2025
PURPOSE: In the context of EEG-based emotion recognition tasks, a conventional strategy involves the extraction of spatial and temporal features, subsequently fused for emotion prediction. However, due to the pronounced individual variability in EEG ...
Brain Female Young Adult Humans Electroencephalography Male Neural Networks, Computer Emotions Individuality Recognition, Psychology Adult
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Manipulating and measuring variation in deep neural network (DNN) representations of objects.

Cognition Aug 19, 2024
We explore how DNNs can be used to develop a computational understanding of individual differences in high-level visual cognition given their ability to generate rich meaningful object representations informed by their architecture, experience, and t...
Neural Networks, Computer Humans Deep Learning Visual Perception Individuality Pattern Recognition, Visual
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A Novel Prediction Method of Transfer-Assisted Action Oriented to Individual Differences for the Excretion Care Robot.

Sensors (Basel, Switzerland) Dec 7, 2023
The excretion care robot's (ECR) accurate recognition of transfer-assisted actions is crucial during its usage. However, transfer action recognition is a challenging task, especially since the differentiation of actions seriously affects its recognit...
Humans Reproducibility of Results Body Fluids Individuality Lower Extremity Robotics
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The theory of mind and human-robot trust repair.

Scientific reports Jun 19, 2023
Nothing is perfect and robots can make as many mistakes as any human, which can lead to a decrease in trust in them. However, it is possible, for robots to repair a human's trust in them after they have made mistakes through various trust repair stra...
Humans Trust Theory of Mind Robotics Individuality Emotions
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Machine-learning as a validated tool to characterize individual differences in free recall of naturalistic events.

Psychonomic bulletin & review Sep 9, 2022
The use of naturalistic stimuli, such as narrative movies, is gaining popularity in many fields, characterizing memory, affect, and decision-making. Narrative recall paradigms are often used to capture the complexity and richness of memory for natura...
Individuality Language Reproducibility of Results Machine Learning Algorithms Humans
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Measuring inter-individual differences in behavioural types of gilthead seabreams in the laboratory using deep learning.

PeerJ May 5, 2022
Deep learning allows us to automatize the acquisition of large amounts of behavioural animal data with applications for fisheries and aquaculture. In this work, we have trained an image-based deep learning algorithm, the Faster R-CNN (Faster region-b...
Deep Learning Individuality Sea Bream Algorithms Animals Neural Networks, Computer
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Twenty seconds of visual behaviour on social media gives insight into personality.

Scientific reports Jan 21, 2022
Eye tracking allows the researcher to capture individual differences in the expression of visual exploration behaviour, which in certain contexts has been found to reflect aspects of the user's preferences and personality. In a novel approach, we rec...
Humans Machine Learning Young Adult Adult Female User-Computer Interface Eye-Tracking Technology Social Networking Male Individuality Eye Movements Time Factors Personality Middle Aged Adolescent
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Predicting individual traits from unperformed tasks.

NeuroImage Jan 18, 2022
Relating individual differences in cognitive traits to brain functional organization is a long-lasting challenge for the neuroscience community. Individual intelligence scores were previously predicted from whole-brain connectivity patterns, extracte...
Task Performance and Analysis Connectome Adult Magnetic Resonance Imaging Individuality Humans Machine Learning Brain
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Structural and functional brain networks of individual differences in trait anger and anger control: An unsupervised machine learning study.

The European journal of neuroscience Dec 27, 2021
The ability to experience, use and eventually control anger is crucial to maintain well-being and build healthy relationships. Despite its relevance, the neural mechanisms behind individual differences in experiencing and controlling anger are poorly...
Brain Magnetic Resonance Imaging Neural Pathways Brain Mapping Unsupervised Machine Learning Humans Anger Individuality
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Predicting the retinotopic organization of human visual cortex from anatomy using geometric deep learning.

NeuroImage Oct 1, 2021
Whether it be in a single neuron or a more complex biological system like the human brain, form and function are often directly related. The functional organization of human visual cortex, for instance, is tightly coupled with the underlying anatomy ...
Visual Cortex Male Neurons Deep Learning Humans Magnetic Resonance Imaging Female Young Adult Neural Networks, Computer Individuality Adult
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