Model-Free Function MRI Analysis using Topographic Independent Component Analysis

Meyer A, Lange O, Wismüller A, Ritter H (2004)
International Journal of Neural Systems 14(4): 217-228.

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Zeitschriftenaufsatz | Veröffentlicht | Englisch
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Abstract / Bemerkung
Data-driven fMRI analysis techniques include independent component analysis (ICA) and different types of clustering in the temporal domain. Since each of these methods has its particular strengths, it is natural to look for an approach that unifies Kohonen's self-organizing map and ICA. This is given by the topographic independent component analysis. While achieved by a slight modification of the ICA model, it can be at the same time used to define a topographic order (clusters) between the components, and thus has the usual computational advantages associated with topographic maps. In this contribution, we can show that when applied to fMRI analysis it outperforms FastICA.
Erscheinungsjahr
Zeitschriftentitel
International Journal of Neural Systems
Band
14
Zeitschriftennummer
4
Seite
217-228
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Meyer A, Lange O, Wismüller A, Ritter H. Model-Free Function MRI Analysis using Topographic Independent Component Analysis. International Journal of Neural Systems. 2004;14(4):217-228.
Meyer, A., Lange, O., Wismüller, A., & Ritter, H. (2004). Model-Free Function MRI Analysis using Topographic Independent Component Analysis. International Journal of Neural Systems, 14(4), 217-228.
Meyer, A., Lange, O., Wismüller, A., and Ritter, H. (2004). Model-Free Function MRI Analysis using Topographic Independent Component Analysis. International Journal of Neural Systems 14, 217-228.
Meyer, A., et al., 2004. Model-Free Function MRI Analysis using Topographic Independent Component Analysis. International Journal of Neural Systems, 14(4), p 217-228.
A. Meyer, et al., “Model-Free Function MRI Analysis using Topographic Independent Component Analysis”, International Journal of Neural Systems, vol. 14, 2004, pp. 217-228.
Meyer, A., Lange, O., Wismüller, A., Ritter, H.: Model-Free Function MRI Analysis using Topographic Independent Component Analysis. International Journal of Neural Systems. 14, 217-228 (2004).
Meyer, Anke, Lange, Oliver, Wismüller, Axel, and Ritter, Helge. “Model-Free Function MRI Analysis using Topographic Independent Component Analysis”. International Journal of Neural Systems 14.4 (2004): 217-228.

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