When multimodal fusion helps: An ablation study of EEG-ECG fusion strategies for emotion recognition.
Multimodal physiological signal fusion-particularly electroencephalography (EEG) and electrocardiography (ECG)-is widely assumed to improve emotion recognition over unimodal approaches. Yet the conditions under which fusion genuinely helps, and which fusion architecture is most robust, remain poorly characterised. We p...