Learning from label proportions in brain-computer interfaces: Online unsupervised learning with guarantees

• David Hübner ,

  * E-mail: david.huebner@blbt.uni-freiburg.de (DH); michael.tangermann@blbt.uni-freiburg.de (MT); p.kindermans@tu-berlin.de (PJK)

  Affiliation Brain State Decoding Lab, Cluster of Excellence BrainLinks-BrainTools, Department of Computer Science, Albert-Ludwigs-University, Freiburg, Germany

  http://orcid.org/0000-0003-4085-9154

  ⨯
• Thibault Verhoeven,

  Affiliation Electronics and Information Systems, Ghent University, Ghent, Belgium

  ⨯
• Konstantin Schmid,

  Affiliation Brain State Decoding Lab, Cluster of Excellence BrainLinks-BrainTools, Department of Computer Science, Albert-Ludwigs-University, Freiburg, Germany

  ⨯
• Klaus-Robert Müller,

  Affiliations Machine Learning Group, Berlin Institute of Technology, Berlin, Germany, Department of Brain and Cognitive Engineering, Korea University, Seoul, Korea

  ⨯
• Michael Tangermann ,

  * E-mail: david.huebner@blbt.uni-freiburg.de (DH); michael.tangermann@blbt.uni-freiburg.de (MT); p.kindermans@tu-berlin.de (PJK)

  Affiliation Brain State Decoding Lab, Cluster of Excellence BrainLinks-BrainTools, Department of Computer Science, Albert-Ludwigs-University, Freiburg, Germany

  ⨯
• Pieter-Jan Kindermans

  * E-mail: david.huebner@blbt.uni-freiburg.de (DH); michael.tangermann@blbt.uni-freiburg.de (MT); p.kindermans@tu-berlin.de (PJK)

  Affiliation Machine Learning Group, Berlin Institute of Technology, Berlin, Germany

  ⨯