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Number of items: 27.

Article

Gruber, Peter and Meyer-Bäse, Anke and Foo, Simon and Theis, Fabian J. (2009) ICA, kernel methods and nonnegativity: New paradigms for dynamical component analysis of fMRI data. Engineering Applications of Artificial Intelligence 22 (4-5), p. 1111.

Theis, Fabian J. and Gruber, Peter and Keck, Ingo R. and Lang, Elmar (2008) A robust model for spatiotemporal dependencies. Neurocomputing 71 (10-12), pp. 2209-2216.

Kohler, Christian and Keck, Ingo R. and Gruber, Peter and Lie, Chuh-Hyoun and Specht, Karsten and Tomé, A. M. and Lang, Elmar (2008) Spatiotemporal group ICA applied to fMRI datasets. proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2008, pp. 4652-4655.

Gruber, Peter and Stadlthanner, Kurt and Böhm, M. and Theis, Fabian J. and Tomé, A. M. and Teixeira, A. R. and Puntonet, Carlos G. and Gorriz , J. M. and Lang, Elmar (2007) Denoising using local projective subspace methods. Neurocomputing 69 (13-15), pp. 1485-1501.

Böhm, Matthias and Stadlthanner, Kurt and Gruber, Peter and Theis, Fabian and Lang, Elmar W. and Tomé, A. and Teixeira, A. and Gronwald, Wolfram and Kalbitzer, Hans-Robert (2006) On the use of simulated annealing to automatically assign decorrelated components in second-order blind source separation. IEEE Transactions on Biomedical Engineering 53 (5), pp. 810-820.

Meyer-Bäse, Anke and Gruber, Peter and Foo, Simon and Theis, Fabian J. (2006) Blind source separation based on self-organizing neural network. Engineering Applications of Artificial Intelligence 19 (4-5), pp. 305-311.

Book Section

Gruber, Peter and Gutch, Harold W. and Theis, Fabian J. (2009) Hierarchical Extraction of Independent Subspaces of Unknown Dimensions. In: Adali, T., (ed.) Independent component analysis and signal separation, ICA 2009, Paraty, Brazil, March 15 - 18, 2009; proceedings. Lecture notes in computer science, 5441. Springer, Berlin, pp. 259-266. ISBN 978-3-642-00598-5 (print), 978-3-642-00599-2 (e-book).

Gruber, Peter and Kohler, Christian and Theis, Fabian J. (2007) A toolbox for model-free analysis of fmri data. In: Davies, Mike E. and James, Christopher J., (eds.) Independent Component Analysis and Signal Separation. 7th International Conference, ICA 2007, London, UK, September 9-12, 2007. Proceedings. Lecture notes in computer science, 4666. Springer, Berlin, pp. 209-217. ISBN 978-3-540-74493-1 (Printausgabe), 978-3-540-74494-8 (e-book).

Meilinger, Manuel and Gruber, Peter and Schmidgunst, Christian and Schütz, Oliver and Lang, Elmar (2007) Maschinelle Lernverfahren zur adaptiven, anisotropen Rauschreduzierung in 3d - Datensätzen von Röntgentomographen. In: Fix, M. K. and Manser, P. and Mini, Roberto, (eds.) Dreiländertagung Medizin Physik. UNSPECIFIED.

Texeira, A. R. and Tomé, A. M. and Lang, Elmar and Gruber, Peter and Martins da Silva, A. (2006) Extraction and separation of high-amplitude artifacts in electroencephalograms from epileptic patients. In: Ruggiero, C., (ed.) Proceedings of the Fourth IASTED International Conference on Biomedical Engineering: February 15 - 17, 2006, Innsbruck, Austria. Acta Press, Anaheim, pp. 270-275. ISBN 0-88986-576-0.

Gruber, Peter and Theis, Fabian J. (2006) Grassmann clustering. In: (Proceedings of ) EUSIPCO 2006: 14th European Signal Processing Conference; September 4 - 8, Florence, Italy. CD-ROM. UNSPECIFIED, Piscataway, NJ.

Keck, I. R. and Theis, Fabian J. and Gruber, Peter and Lang, Elmar and Churan, J. and Puntonet, Carlos G. (2006) Model-free Region Of Interest Based Analysis of fMRI Data. In: IEEE Mediterranean Electrotechnical Conference, 2006, MELECON 2006: 16 - 19 May 2006, Torremolinos, Malaga, Spain. IEEE Operations Center, Piscataway, NJ, pp. 478-481. ISBN 1-424-40087-2.

Keck, I. R. and Churan, J. and Theis, Fabian J. and Gruber, Peter and Lang, Elmar and Puntonet, Carlos G. (2006) Region of interest based independent component analysis. In: King, Irwin, (ed.) Neural Information Processing: ICONIP 2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part I. Lecture Notes in Computer Science, 4232. Springer, Berlin, pp. 1048-1057. ISBN 978-3-540-46479-2 (e-book), 978-3-540-46480-8 (print).

Böhm, Matthias and Stadlthanner, Kurt and Lang, Elmar W. and Tomé, A. M. and Gruber, Peter and Teixeira, A. R. and Theis, Fabian J. and Puntonet, C. G. (2005) A hybridization of simulated annealing and local PCA for automatic component assignment within ICA. In: Cabestany, Joan, (ed.) Computational intelligence and bioinspired systems: 8th International Work-Conference on Artificial Neural Networks, IWANN 2005, Barcelona, Spain, June 8 - 10, 2005; proceedings. Lecture notes in computer science, 3512. Springer, Berlin, pp. 1075-1082. ISBN 3-540-26208-3.

Theis, Fabian J. and Gruber, Peter and Keck, I. R. and Tomé, A. M. and Lang, Elmar (2005) A spatiotemporal second-order algorithm for fMRI data analysis. In: Fonseca, José, (ed.) Proc. 2nd Int. Conf. Comput. Intelligence Medicine Healthcare (CIMED), 29th June - 1st July 2005, Lisbon, Portugal. CD-rom. IEE Healthcare Technologies, Lisbon, pp. 194-201. ISBN 0863415202, 9780863415203.

Böhm, Matthias and Stadlthanner, Kurt and Lang, Elmar W. and Theis, Fabian J. and Gruber, Peter and Tomé, A. M. and Teixeira, A. R. and Puntonet, C. G. (2005) An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis. In: Proceedings of the International Joint Conference on Neural Networks (IJCNN) 2005: July 31 - August 4, 2005, Montréal, Québec, Canada. IEEE Operations Center, Piscataway, NJ, pp. 2463-2468. ISBN 0-7803-9048-2, 0-7803-9049-0.

Meyer-Bäse, A. and Gruber, Peter and Theis, Fabian J. and Wismüller, A. and Ritter, H. (2005) Application of unsupervised clustering methods to biomedical image analysis. In: Proc. of Workshop on Self-Organizing Maps (WSOM); Paris, France, 2005. UNSPECIFIED, pp. 621-628.

Böhm, Matthias and Stadlthanner, Kurt and Tomé, A. M. and Gruber, Peter and Teixeira, A. R. and Theis, Fabian J. and Puntonet, C. G. and Lang, Elmar (2005) AutoAssign - an automated assignment tool for independent components. In: Marques, Jorge S., (ed.) Pattern recognition and image analysis: second Iberian Conference, IbPRIA 2005, Estoril, Portugal, June 7 - 9, 2005; proceedings. Part 2. Lecture notes in computer science, 3523. Springer, Berlin, pp. 75-82. ISBN 3-540-26154-0.

Keck, I. R. and Theis, Fabian J. and Gruber, Peter and Lang, Elmar and Specht, K. and Fink, G. and Tomé, A. M. and Puntonet, Carlos G. (2005) Automated clustering of ICA results for fMRI data analysis. In: Fonseca, José, (ed.) Proc. 2nd Int. Conf. Comput. Intelligence Medicine Healthcare (CIMED), 29th June - 1st July 2005, Lisbon, Portugal. CD-rom. IEE Healthcare Technologies, Lisbon. ISBN 0863415202, 9780863415203.

Theis, Fabian J. and Gruber, Peter and Keck, I. R. and Lang, Elmar (2005) Functional MRI analysis by a novel spatiotemporal ICA algorithm. In: Duch, Włodzisław, (ed.) Artificial neural networks: Biological inspirations - ICANN 2005: 15th international conference, Warsaw, Poland, September 11-15, 2005; proceedings. Lecture notes in computer science, 3696. Springer, Berlin, pp. 677-682. ISBN 978-3-540-28752-0.

Teixeira, A. R. and Tomé, A. M. and Lang, Elmar and Gruber, Peter and Martins da Silva, A. (2005) Removal of ocular artefacts from electroencephalograms using singular spectrum analysis. In: Fonseca, José, (ed.) Proc. 2nd Int. Conf. Comput. Intelligence Medicine Healthcare (CIMED), 29th June - 1st July 2005, Lisbon, Portugal. CD-rom. IEE Healthcare Technologies, Lisbon, pp. 24-29. ISBN 0863415202, 9780863415203.

Theis, Fabian J. and Gruber, Peter and Keck, I. R. and Meyer-Bäse, A. and Lang, Elmar (2005) Spatiotemporal blind source separation using double-sided approximate joint diagonalization. In: 13. European Signal Processing Conference, EUSIPCO 2005; 4 - 8 September 2005, Antalya, Turkey; proceedings; conference CD. UNSPECIFIED.

Keck, I. R. and Theis, Fabian J. and Gruber, Peter and Lang, Elmar and Specht, K. and Puntonet, Carlos G. (2004) 3D spatial analysis of fMRI data on a word perception task. In: Puntonet, Carlos G., (ed.) Independent component analysis and blind signal separation: fifth international conference, ICA 2004, Granada, Spain, September 22 - 24, 2004; proceedings. Lecture Notes in Computer Science, 3195. Springer, Berlin, pp. 977-984. ISBN 3-540-23056-4, 978-3-540-23056-4.

Gruber, Peter and Theis, Fabian J. and Tomé, A. M. and Lang, Elmar (2004) Automatic Denoising using Local Independent Component Analysis. In: Fourth International ICSC Symposium on Engineering of Intelligent Systems, EIS 2004: University of Madeira, Funchal, Portugal, February 29 - March 2, 2004; proceedings. ICSC Interdisciplinary Research Canada, Millet, Alberta. ISBN 3-906454-35-5.

Theis, Fabian J. and Gruber, Peter and Puntonet, Carlos G. and Lang, Elmar (2004) Connecting geometric independent component analysis to unsupervised learning algorithms. In: Fourth International ICSC Symposium on Engineering of Intelligent Systems, EIS 2004: University of Madeira, Funchal, Portugal, February 29 - March 2, 2004; proceedings. ICSC Interdisciplinary Research Canada, Millet, Alberta. ISBN 3-906454-35-5.

Theis, Fabian J. and Gruber, Peter (2004) Separability of analytic postnonlinear blind source separation with bounded sources. In: Verleysen, Michel, (ed.) Proceedings / 12th European Symposium on Artificial Neural Networks, ESANN 2004: Bruges, Belgium, April 28 - 30, 2004. d-side, Evere, Belgium, pp. 217-222. ISBN 2-930307-04-8.

Conference or Workshop Item

Böhm, Matthias and Stadlthanner, Kurt and Tomé, A. M. and Gruber, Peter and Teixeira, A. R. and Theis, Fabian J. and Puntonet, C. G. and Lang, Elmar (2005) On the use of simulated annealing to automatically assign independent components. In: Iberian Conf. Pattern Recognition Image Analysis (IbPRIA), 2005, Estoril, Portugal.

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