102 citations · 163 across the 13 of their papers we have counts for
3 papers · 1 filter
Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders
Ozan Ozdenizci, Ye Wang, Toshiaki Koike-Akino +1
We introduce adversarial neural networks for representation learning as a novel approach to transfer learning in brain-computer interfaces (BCIs). The proposed approach aims to lea…
Time-Series Prediction of Proximal Aggression Onset in Minimally-Verbal Youth with Autism Spectrum Disorder Using Physiological Biosignals
Ozan Ozdenizci, Catalina Cumpanasoiu, Carla Mazefsky +4
It has been suggested that changes in physiological arousal precede potentially dangerous aggressive behavior in youth with autism spectrum disorder (ASD) who are minimally verbal…
Hierarchical Graphical Models for Context-Aware Hybrid Brain-Machine Interfaces
Ozan Ozdenizci, Sezen Yagmur Gunay, Fernando Quivira +1
We present a novel hierarchical graphical model based context-aware hybrid brain-machine interface (hBMI) using probabilistic fusion of electroencephalographic (EEG) and electromyo…