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Domain adaptation and generalization of functional medical data: A systematic survey of brain data
Despite the excellent capabilities of machine learning algorithms, their performance
deteriorates when the distribution of test data differs from the distribution of training data. In …
deteriorates when the distribution of test data differs from the distribution of training data. In …
PR-PL: A novel prototypical representation based pairwise learning framework for emotion recognition using EEG signals
Affective brain-computer interface based on electroencephalography (EEG) is an important
branch in the field of affective computing. However, the individual differences in EEG …
branch in the field of affective computing. However, the individual differences in EEG …
GDDN: Graph domain disentanglement network for generalizable EEG emotion recognition
Cross-subject EEG emotion recognition suffers a major setback due to high inter-subject
variability in emotional responses. Many prior studies have endeavored to alleviate the inter …
variability in emotional responses. Many prior studies have endeavored to alleviate the inter …
Learning a robust unified domain adaptation framework for cross-subject EEG-based emotion recognition
Over the last few years, unsupervised domain adaptation (UDA) based on deep learning
has emerged as a solution to build cross-subject emotion recognition models from …
has emerged as a solution to build cross-subject emotion recognition models from …
EEG2Vec: Learning affective EEG representations via variational autoencoders
There is a growing need for sparse representational formats of human affective states that
can be utilized in scenarios with limited computational memory resources. We explore …
can be utilized in scenarios with limited computational memory resources. We explore …
Multi-scale masked autoencoders for cross-session emotion recognition
Affective brain-computer interfaces (aBCIs) have garnered widespread applications, with
remarkable advancements in utilizing electroencephalogram (EEG) technology for emotion …
remarkable advancements in utilizing electroencephalogram (EEG) technology for emotion …