Traditional Machine Learning Outperforms EEGNet for Consumer-Grade EEG Emotion Recognition: A Comprehensive Evaluation with Cross-Dataset Validation (2025)

Status: pending Scraped: 2026-08-12 Source: semantic_scholar Relevance: Background

Authors: Carlos Rodrigo Paredes Ocaranza, Bensheng Yun, Enrique Daniel Paredes Ocaranza

Abstract

Objective. Consumer-grade EEG devices have the potential for widespread brain–computer interface deployment but pose significant challenges for emotion recognition due to reduced spatial coverage and the variable signal quality encountered in uncontrolled deployment environments. While deep learni…

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