AIMC Topic: Emotions

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Speech emotion recognition with light weight deep neural ensemble model using hand crafted features.

Scientific reports Apr 7, 2025
Automatic emotion detection has become crucial in various domains, such as healthcare, neuroscience, smart home technologies, and human-computer interaction (HCI). Speech Emotion Recognition (SER) has attracted considerable attention because of its p...
Emotions Humans Neural Networks, Computer Algorithms Deep Learning Speech
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CNN-LSTM based emotion recognition using Chebyshev moment and K-fold validation with multi-library SVM.

PloS one Apr 7, 2025
Human emotions are not necessarily tends to produce right facial expressions as there is no well defined connection between them. Although, human emotions are spontaneous, their facial expressions depend a lot on their mental and psychological capaci...
Facial Expression Humans Neural Networks, Computer Support Vector Machine Machine Learning Emotions Algorithms
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The analysis of optimization in music aesthetic education under artificial intelligence.

Scientific reports Apr 4, 2025
In the artificial intelligence (AI) domain, effectively integrating deep learning (DL) technology with the content, teaching methodologies, and learning processes of music aesthetic education remains a subject worthy of in-depth exploration and discu...
Humans Artificial Intelligence Algorithms Male Deep Learning Emotions Female Young Adult Adult Esthetics Music
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DC-ASTGCN: EEG Emotion Recognition Based on Fusion Deep Convolutional and Adaptive Spatio-Temporal Graph Convolutional Networks.

IEEE journal of biomedical and health informatics Apr 4, 2025
Thanks to advancements in artificial intelligence and brain-computer interface (BCI) research, there has been increasing attention towards emotion recognition techniques based on electroencephalogram (EEG) recently. The complexity of EEG data poses a...
Adult Deep Learning Emotions Electroencephalography Signal Processing, Computer-Assisted Brain-Computer Interfaces Humans Neural Networks, Computer Brain
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An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network.

IEEE transactions on neural networks and learning systems Apr 4, 2025
Benefiting from the high-temporal resolution of electroencephalogram (EEG), EEG-based emotion recognition has become one of the hotspots of affective computing. For EEG-based emotion recognition systems, it is crucial to utilize state-of-the-art lear...
Machine Learning Electroencephalography Algorithms Brain Attention Adult Humans Pattern Recognition, Automated Cognition Neural Networks, Computer Emotions
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Multimodal depression recognition and analysis: Facial expression and body posture changes via emotional stimuli.

Journal of affective disorders Apr 3, 2025
BACKGROUND: Clinical studies have shown that facial expressions and body posture in depressed patients differ significantly from those of healthy individuals. Combining relevant behavioral features with artificial intelligence technology can effectiv...
Facial Expression Depressive Disorder Middle Aged Deep Learning Depression Emotions Posture Female Adult Male Humans
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Comparing large Language models and human annotators in latent content analysis of sentiment, political leaning, emotional intensity and sarcasm.

Scientific reports Apr 3, 2025
In the era of rapid digital communication, vast amounts of textual data are generated daily, demanding efficient methods for latent content analysis to extract meaningful insights. Large Language Models (LLMs) offer potential for automating this proc...
Politics Reproducibility of Results Emotions Large Language Models Humans Language
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Influence pathways of noise exposure on people's negative emotions and health across different activity contexts: A neural network-based double machine learning approach.

Health & place Mar 30, 2025
Noise is a major global environmental issue that raises concerns about both mental and physical health. However, few studies have investigated the mediating role of emotions in the pathways linking noise exposure to health outcomes. Additionally, man...
Fatigue Noise Humans Environmental Exposure Neural Networks, Computer Hong Kong Stress, Psychological Emotions Male Middle Aged Surveys and Questionnaires Machine Learning Female Adult
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Harnessing emotion and intonation in speech to improve robot acceptance.

Science robotics Mar 26, 2025
The use of emotional words and expressive voices in robots alters the attribution of agency and experience by humans.
Humans Speech Emotions Robotics Voice
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Research on wheelchair form design based on Kansei engineering and GWO-BP neural network.

Scientific reports Mar 25, 2025
With the increasing emphasis on humanistic care in society, consumers are no longer only concerned about the functional needs of products but also about the spiritual, cultural, and emotional needs that products bring to people. This study proposes a...
Wheelchairs Humans Algorithms Neural Networks, Computer Emotions Equipment Design
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