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Exploring the effect of stress arousal on the positive emotional design of multimedia learning
Positive emotional design has been shown to have an important impact on multimedia learning. However, before learning multimedia materials, students...
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Hierarchical speech emotion recognition using the valence-arousal model
Employing a hierarchical framework of emotions in speech emotion recognition (SER) is an oft-explored approach towards SER. Existing works have so...
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Like a human: The social facilitation/inhibition effect in presence of a virtual observer depends on arousal
Better (social facilitation) or worse (social inhibition) performance in a task while being observed has repeatedly been demonstrated with real human...
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Enhanced speech emotion recognition using averaged valence arousal dominance mapping and deep neural networks
This study delves into advancements in speech emotion recognition (SER) by establishing a novel approach for emotion mapping and prediction using the...
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Detection of Arousal of Pilots in Event-Related Heart Rate Responses
This study investigates whether the electrocardiogram (ECG) signal of pilots shows responsiveness towards unexpected events in highly dynamic... -
A Multi-modal Approach for Emotion Recognition Through the Quadrants of Valence–Arousal Plane
Emotion recognition has become a popular area of research in recent years, as emotions play a significant role in our social lives. There are many...
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An Educational Psychology Inspired Approach to Student Interest Detection in Valence-Arousal Space
Studies on AI-based facial emotion recognition (FER) of students explore a multiplicity of algorithmic solutions, taking a categorical or a... -
Enhancing biofeedback-driven self-guided virtual reality exposure therapy through arousal detection from multimodal data using machine learning
Virtual reality exposure therapy (VRET) is a novel intervention technique that allows individuals to experience anxiety-evoking stimuli in a safe...
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Towards a Framework for Multimodal Creativity States Detection from Emotion, Arousal, and Valence
In the multi-disciplinary context of computational creativity and affective human-machine interaction, understanding and detecting creative processes... -
Driving emotions: using virtual reality to explore the effect of low and high arousal on driver’s attention
The role played by emotions and attention is crucial for the development of advanced driver assistance systems that improve safety by flexibly...
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Investigating the effectiveness of immersive VR skill training and its link to physiological arousal
This paper details the motivations, design, and analysis of a study using a fine motor skill training task in both VR and physical conditions. The...
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Exploring the Impact of KNN and MLP Classifiers on Valence-Arousal Emotion Recognition Using EEG: An Analysis of DEAP Dataset and EEG Band Representations
Using the DEAP dataset, this conference paper aims to investigate the effectiveness of K-Nearest neighbours (KNN) and Multilayer Perceptron (MLP)... -
Affecting Audience Valence and Arousal in 360 Immersive Environments: How Powerful Neural Style Transfer Is?
Immersive experiences in Virtual Reality (VR) platforms often require customized content that can be adapted to in-game situations and specific... -
Quantifying Valence and Arousal in Text with Multilingual Pre-trained Transformers
The analysis of emotions expressed in text has numerous applications. In contrast to categorical analysis, focused on classifying emotions according... -
Perceptible sentiment analysis of students' WhatsApp group chats in valence, arousal, and dominance space
Sentiment analysis is a vastly established domain for social media monitoring, feedback insights, and commercial or political campaigns. It allows us...
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Pleasure–arousal–outlier model for quantitative evaluation of game experiences
This study proposes a pleasure–arousal–outlier (PAO) model to quantify the experiences derived from games. The proposed technique identifies...
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Tracing Stress and Arousal in Virtual Reality Games Using Players’ Motor and Vocal Behaviour
In this study, we tackle the integration of stressors and voice interaction in a Virtual Reality game to assess players’ arousal and stress levels.... -
Sentiment-based masked language modeling for improving sentence-level valence–arousal prediction
Sentiment indicator prediction is a crucial task in sentiment analysis or emotion recognition. Through the accurate quantification of sentiments...
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Decoding Emotion Dimensions Arousal and Valence Elicited on EEG Responses to Videos and Images: A Comparative Evaluation
This study aims to compare the automatic classification of emotions based on the self-reported level of arousal and valence with the Self-Assessment... -
Valence-arousal classification of emotion evoked by Chinese ancient-style music using 1D-CNN-BiLSTM model on EEG signals for college students
During the COVID-19 pandemic, young people are using multimedia content more frequently to communicate with each other on Internet platforms. Among...