Online Artifact Removal for Brain-Computer Interfaces Using Support Vector Machines and Blind Source Separation

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Halder, Sebastian; Bensch, Michael; Mellinger, Jürgen; Bogdan, Martin; Kübler, Andrea; Birbaumer, Niels; Rosenstiel, Wolfgang;
(2007)
  • Publisher: Hindawi Publishing Corporation
  • Journal: Computational Intelligence and Neuroscience,volume 2,007 (issn: 1687-5265, eissn: 1687-5273)
  • Publisher copyright policies & self-archiving
  • Related identifiers: doi: 10.1155/2007/82069, pmc: PMC2234090
  • Subject: R858-859.7 | Research Article | Computer applications to medicine. Medical informatics | Neurosciences. Biological psychiatry. Neuropsychiatry | RC321-571 | Article Subject
    acm: ComputingMethodologies_PATTERNRECOGNITION

We propose a combination of blind source separation (BSS) and independent component analysis (ICA) (signal decomposition into artifacts and nonartifacts) with support vector machines (SVMs) (automatic classification) that are designed for online usage. In ord... View more
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