IEEE transactions on neural systems and rehabilitation engineering, 2019-02, Vol.27 (2), p.139-151
2019
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Details
- Autor(en) / Beteiligte
- Titel
- Spatial-Temporal Discriminative Restricted Boltzmann Machine for Event-Related Potential Detection and Analysis
- Ist Teil von
- IEEE transactions on neural systems and rehabilitation engineering, 2019-02, Vol.27 (2), p.139-151
- Ort / Verlag
- United States: IEEE
- Erscheinungsjahr
- 2019
- Quelle
- MEDLINE
- Beschreibungen/Notizen
- Detecting event-related potential (ERP) is a challenging problem because of its low signal-to-noise ratio and complex spatial-temporal features. Conventional detection methods usually rely on the ensemble averaging technique, which may eliminate subtle but important information in ERP signals and lead to poor detection performance. Inspired by the good performance of discriminative restricted Boltzmann machine (DRBM) in feature extraction and classification, we propose a spatial-temporal DRBM (ST-DRBM) to extract spatial and temporal features for ERP detection. The experimental results and statistical analyses demonstrate that the proposed method is able to achieve state-of-the-art ERP detection performance. The ST-DRBM is not only an effective ERP detector, but also a practical tool for ERP analysis. Based on the proposed model, similar scalp distribution and temporal variations were found in the ERP signals of different sessions, which indicated the feasibility of cross-session ERP detection. Given its state-of-the-art performance and effective analytical technique, ST-DRBM is promising for ERP-based brain-computer interfaces and neuroscience research.
- Sprache
- Englisch
- Identifikatoren
- ISSN: 1534-4320eISSN: 1558-0210DOI: 10.1109/TNSRE.2019.2892960Titel-ID: cdi_ieee_primary_8611394
- Format
- –
- Schlagworte
- Adult, Algorithms, Brain Mapping, Brain modeling, brain-computer interface (BCI), Brain-Computer Interfaces, Communication Aids for Disabled, discriminative restricted Boltzmann machine (DRBM), Electroencephalography, Electroencephalography - instrumentation, Event-related potential (ERP), Event-Related Potentials, P300 - physiology, Evoked Potentials - physiology, Feature extraction, Female, Humans, Male, Models, Neurological, Scalp, Signal Processing, Computer-Assisted, Signal-To-Noise Ratio, Space Perception - physiology, spatial features, temporal features, Time Perception - physiology, Training, Young Adult