Optimization of data pre-processing methods for time-series classification of electroencephalography data

Author:

Anders Christoph1ORCID,Curio Gabriel23ORCID,Arnrich Bert1ORCID,Waterstraat Gunnar23ORCID

Affiliation:

1. Hasso Plattner Institute, University of Potsdam, Potsdam, Germany

2. Neurophysics Group, Department of Neurology, Campus Benjamin Franklin, Berlin, Germany

3. Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany

Funder

Deutsche Forschungsgemeinschaft

Publisher

Informa UK Limited

Subject

Neuroscience (miscellaneous)

Reference44 articles.

1. Bagnall A Dau H Lines J Flynn M Large J Bostrom A Southam P Keogh E 2018. The UEA multivariate time series classification archive 2018. CoRR. http://arxiv.org/abs/1811.00075.

2. The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

3. Blankertz B, Curio G, Müller K 2001. Classifying single trial eeg: towards brain computer interfacing. In: Proceedings of the 14th International Conference on Neural Information Processing Systems: Natural and Synthetic. NIPS’01; http://doc.ml.tu-berlin.de/bbci/publications/BlaCurMue02.pdf.

4. Optimizing Spatial filters for Robust EEG Single-Trial Analysis

5. Optimization methods for large-scale machine learning;Bottou L;arXiv: 160604838 [Cs, Math, Stat],2018

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