An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis

M. Böhm; K. Stadlthanner; E. W. Lang; F. J. Theis; P. Gruber; A. M. Tomé; A. R. Teixeira; C. G. Puntonet

doi:10.1109/IJCNN.2005.1556289

An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis

M. Böhm, K. Stadlthanner, E. W. Lang, F. J. Theis, P. Gruber, A. M. Tomé, A. R. Teixeira, C. G. Puntonet

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

In this work an automatic assignment tool for estimated independent components within an independent component analysis is presented. The tool is applied to the problem of removing the water resonance and related artifacts from multi-dimensional proton NMR spectra. The algorithm uses local PCA to approximate the water artifact and defines a suitable cost function which is optimized using simulated annealing. The blind extraction of artifact-related source signals is effected by a recently developed algorithm called dAMUSE.

Original language	English
Title of host publication	Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005
Pages	2463-2468
Number of pages	6
DOIs	https://doi.org/10.1109/IJCNN.2005.1556289
State	Published - 2005
Externally published	Yes
Event	International Joint Conference on Neural Networks, IJCNN 2005 - Montreal, QC, Canada Duration: 31 Jul 2005 → 4 Aug 2005

Publication series

Name	Proceedings of the International Joint Conference on Neural Networks
Volume	4

Conference

Conference	International Joint Conference on Neural Networks, IJCNN 2005
Country/Territory	Canada
City	Montreal, QC
Period	31/07/05 → 4/08/05

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10.1109/IJCNN.2005.1556289

Cite this

Böhm, M., Stadlthanner, K., Lang, E. W., Theis, F. J., Gruber, P., Tomé, A. M., Teixeira, A. R., & 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 (pp. 2463-2468). Article 1556289 (Proceedings of the International Joint Conference on Neural Networks; Vol. 4). https://doi.org/10.1109/IJCNN.2005.1556289

@inproceedings{bebca13a006542619996f6da78fe9f69,

title = "An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis",

abstract = "In this work an automatic assignment tool for estimated independent components within an independent component analysis is presented. The tool is applied to the problem of removing the water resonance and related artifacts from multi-dimensional proton NMR spectra. The algorithm uses local PCA to approximate the water artifact and defines a suitable cost function which is optimized using simulated annealing. The blind extraction of artifact-related source signals is effected by a recently developed algorithm called dAMUSE.",

author = "M. B{\"o}hm and K. Stadlthanner and Lang, {E. W.} and Theis, {F. J.} and P. Gruber and Tom{\'e}, {A. M.} and Teixeira, {A. R.} and Puntonet, {C. G.}",

year = "2005",

doi = "10.1109/IJCNN.2005.1556289",

language = "English",

isbn = "0780390482",

series = "Proceedings of the International Joint Conference on Neural Networks",

pages = "2463--2468",

booktitle = "Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005",

note = "International Joint Conference on Neural Networks, IJCNN 2005 ; Conference date: 31-07-2005 Through 04-08-2005",

}

Böhm, M, Stadlthanner, K, Lang, EW, Theis, FJ, Gruber, P, Tomé, AM, Teixeira, AR & Puntonet, CG 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., 1556289, Proceedings of the International Joint Conference on Neural Networks, vol. 4, pp. 2463-2468, International Joint Conference on Neural Networks, IJCNN 2005, Montreal, QC, Canada, 31/07/05. https://doi.org/10.1109/IJCNN.2005.1556289

An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis. / Böhm, M.; Stadlthanner, K.; Lang, E. W. et al.
Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005. 2005. p. 2463-2468 1556289 (Proceedings of the International Joint Conference on Neural Networks; Vol. 4).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis

AU - Böhm, M.

AU - Stadlthanner, K.

AU - Lang, E. W.

AU - Theis, F. J.

AU - Gruber, P.

AU - Tomé, A. M.

AU - Teixeira, A. R.

AU - Puntonet, C. G.

PY - 2005

Y1 - 2005

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AB - In this work an automatic assignment tool for estimated independent components within an independent component analysis is presented. The tool is applied to the problem of removing the water resonance and related artifacts from multi-dimensional proton NMR spectra. The algorithm uses local PCA to approximate the water artifact and defines a suitable cost function which is optimized using simulated annealing. The blind extraction of artifact-related source signals is effected by a recently developed algorithm called dAMUSE.

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U2 - 10.1109/IJCNN.2005.1556289

DO - 10.1109/IJCNN.2005.1556289

M3 - Conference contribution

AN - SCOPUS:33750099755

SN - 0780390482

SN - 9780780390485

T3 - Proceedings of the International Joint Conference on Neural Networks

SP - 2463

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BT - Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005

T2 - International Joint Conference on Neural Networks, IJCNN 2005

Y2 - 31 July 2005 through 4 August 2005

ER -

Böhm M, Stadlthanner K, Lang EW, Theis FJ, Gruber P, Tomé AM et al. 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. 2005. p. 2463-2468. 1556289. (Proceedings of the International Joint Conference on Neural Networks). doi: 10.1109/IJCNN.2005.1556289

An algorithm for automatic assignment of artifact-related independent components in biomedical signal analysis

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