Search Results for author: Su Kyoung Kim

Found 5 papers, 0 papers with code

EEG classifier cross-task transfer to avoid training sessions in robot-assisted rehabilitation

no code implementations26 Feb 2024 Niklas Kueper, Su Kyoung Kim, Elsa Andrea Kirchner

Furthermore, the classifier was evaluated to predict unilateral movements by only beeing trained on the data of the bilateral movement condition.

EEG motion prediction

EEG and EMG dataset for the detection of errors introduced by an active orthosis device

no code implementations19 May 2023 Niklas Kueper, Kartik Chari, Judith Bütefür, Julia Habenicht, Su Kyoung Kim, Tobias Rossol, Marc Tabie, Frank Kirchner, Elsa Andrea Kirchner

The aim of this study was to provide a dataset to the research community, particularly for the development of new methods in the asynchronous detection of erroneous events from the EEG.

EEG

Classifier Transfer with Data Selection Strategies for Online Support Vector Machine Classification with Class Imbalance

no code implementations10 Aug 2022 Mario Michael Krell, Nils Wilshusen, Anett Seeland, Su Kyoung Kim

Adding all and removing the oldest samples results in the best performance, whereas for smaller drifts, it can be sufficient to only add potential new support vectors of the SVM which reduces processing resources.

EEG

Continuous ErrP detections during multimodal human-robot interaction

no code implementations25 Jul 2022 Su Kyoung Kim, Michael Maurus, Mathias Trampler, Marc Tabie, Elsa Andrea Kirchner

To this end, the best combinations of forward and backward sliding windows will be automatically selected to account for inter-subject variability in classification performance.

EEG feature selection

Data Augmentation for Brain-Computer Interfaces: Analysis on Event-Related Potentials Data

no code implementations9 Jan 2018 Mario Michael Krell, Anett Seeland, Su Kyoung Kim

On image data, data augmentation is becoming less relevant due to the large amount of available training data and regularization techniques.

Data Augmentation

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