The stationary subspace analysis toolbox

Journal of Machine Learning Research

Volumn 12, Issue , 2011, Pages 3065-3069

  Müller, Jan Saputra ^a   Von Bünau, Paul ^a   Meinecke, Frank C ^a   Király, Franz J ^a   Müller, Klaus Robert ^a  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

Blind source separation; Dimensionality reduction; Non stationarities; Unsupervised learning

Indexed keywords

COMMAND LINE; DIMENSIONALITY REDUCTION; GRAPHICAL INTERFACE; HIGH-DIMENSIONAL; NON-STATIONARITIES; NONSTATIONARY; SUBSPACE ANALYSIS; WHOLE PROCESS;

BLIND SOURCE SEPARATION; GRAPHICAL USER INTERFACES; TIME SERIES;

TIME SERIES ANALYSIS;

EID: 80555154400     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article

References (7)

1. Mikio Braun, Johannes Schaback, Jan Saputra Mueller, and Matthias Jugel. jblas, 2010. http://mloss.org/software/view/180/.
2. Satoshi Hara, Yoshinobu Kawahara, Takashi Washio, and Paul von Bünau. Stationary subspace analysis as a generalized eigenvalue problem. In Proceedings of the 17th International Conference on Neural Information Processing: Theory and Algorithms - Volume Part I, ICONIP'10, pages 422-429, Berlin, Heidelberg, 2010. Springer-Verlag.
3. Motoaki Kawanabe, Wojciech Samek, Paul von Bünau, and Frank Meinecke. An information geometrical view of stationary subspace analysis. In Artificial Neural Networks and Machine Learning ICANN 2011, volume 6792 of Lecture Notes in Computer Science, pages 397-404. Springer Berlin/Heidelberg, 2011. URL http://dx.doi.org/10.1007/978-3-642-21738-8-51.
4. Ernst Niedermeyer and Feranando H. Lopes da Silva. Electroencephalography: Basic Principles, Clinical Applications, and Related Fields. Lippincott, Williams and Wilkins, 530 Walnut Street, Philadephia, PA 19106 USA, 2005.
5. Maurice B. Priestley. Spectral Analysis and Time Series. Academic Press, 1983.
6. Paul von Bünau, Frank C. Meinecke, Franz J. Király, and Klaus-Robert Müller. Finding stationary subspaces in multivariate time series. Phys. Rev. Lett., 103(21):214101, Nov. 2009. doi: 10.1103/PhysRevLett. 103.214101.
7. Paul von Bünau, Frank C. Meinecke, Simon Scholler, and Klaus-Robert Müller. Finding stationary brain sources in EEG data. In Proceedings of the 32nd Annual Conference of the IEEE EMBS, pages 2810-2813, 2010.