ADSEL: Adaptive Dual Self-Expression Learning for EEG Feature Selection via Incomplete Multi-Dimensional Emotion Labels

arXiv:2508.05229 · cs.HC, cs.AI · Submitted 2025-08-07 · Read on arXiv

cs.HC, cs.AI

Submitted: 2025-08-07

Updated: 2026-09-21

Comments: Submitted to IEEE Transactions on Human-Machine Systems

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Feature Selection — 65× in this paper · explained in 4 episodes
• Redundancy — 15× in this paper · explained in 2 episodes
• Adaptive Dual Self-Expression Learning — 7× in this paper
• Affective Computing — 7× in this paper · explained in 1 episode
• Feature Extraction — 5× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Accuracy — 3× in this paper · explained in 1 episode
• Generalization — 3× in this paper · explained in 13 episodes
• Regularization — 3× in this paper · explained in 3 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Objective Function — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Clustering — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Curse of Dimensionality — 1× in this paper · explained in 6 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Higher-Order Crossing — 1× in this paper
• Information Gain — 1× in this paper · explained in 2 episodes
• Late Fusion — 1× in this paper · explained in 2 episodes
• Normalized Symmetry Index — 1× in this paper
• Ontology — 1× in this paper · explained in 2 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• alpha — 1× in this paper · explained in 1 episode

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