Single-trial effective brain connectivity patterns enhance discriminability of mental imagery tasks

Dheeraj Rathee, Hubert Cecotti, Girijesh Prasad

    Research output: Contribution to journalArticlepeer-review

    21 Citations (Scopus)
    2 Downloads (Pure)

    Abstract

    Objective. The majority of the current approaches of connectivity based brain–computer interface (BCI) systems focus on distinguishing between different motor imagery (MI) tasks. Brain regions associated with MI are anatomically close to each other, hence these BCI systems suffer from low performances. Our objective is to introduce single-trial connectivity feature based BCI system for cognition imagery (CI) based tasks wherein the associated brain regions are located relatively far away as compared to those for MI. Approach. We implemented time-domain partial Granger causality (PGC) for the estimation of the connectivity features in a BCI setting. The proposed hypothesis has been verified with two publically available datasets involving MI and CI tasks. Main results. The results support the conclusion that connectivity based features can provide a better performance than a classical signal processing framework based on bandpass features coupled with spatial filtering for CI tasks, including word generation, subtraction, and spatial navigation. These results show for the first time that connectivity features can provide a reliable performance for imagery-based BCI system. Significance. We show that single-trial connectivity features for mixed imagery tasks (i.e. combination of CI and MI) can outperform the features obtained by current state-of-the-art method and hence can be successfully applied for BCI applications.
    Original languageEnglish
    Article number056005
    Pages (from-to)1-14
    Number of pages14
    JournalJournal of Neural Engineering
    Volume14
    Issue number5
    Early online date16 Aug 2017
    DOIs
    Publication statusPublished - 31 Oct 2017

    Keywords

    • Brain–computer interface
    • mental imagery
    • partial Granger causality
    • effective connectivity.

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