Breast MRI data analysis by LLE

Varini C, Nattkemper TW, Degenhard A, Wismüller A (2004)
In: Proceedings of International Joint Conference on Neural Networks., 3. Montreal, Canada: IEEE: 2449-2554.

Download
No fulltext has been uploaded. References only!
Conference Paper | Published | English

No fulltext has been uploaded

Author
; ; ;
Abstract
Locally linear embedding (LLE) has recently been proposed as a powerful algorithm for unsupervised learning and dimensional data reduction. For a first time we apply LLE to a problem of medical data analysis. Magnetic resonance imaging (MRI) is considered as an essential imaging modality in the detection and classification of breast cancer. In dynamic contrast enhanced MRI (DCE-MRI) the data set of each patient is composed of a sequence of images and each data point in the image is associated with one time-series feature vector. Our results show that LLE is capable of revealing the heterogeneity of malignant tumors from the data structure of DCE-MRI signals.
Publishing Year
Conference
International Joint Conference on Neural Networks 2004
Conference Date
2004-07-25 – 2004-07-29
ISSN
PUB-ID

Cite this

Varini C, Nattkemper TW, Degenhard A, Wismüller A. Breast MRI data analysis by LLE. In: Proceedings of International Joint Conference on Neural Networks. Vol 3. Montreal, Canada: IEEE; 2004: 2449-2554.
Varini, C., Nattkemper, T. W., Degenhard, A., & Wismüller, A. (2004). Breast MRI data analysis by LLE. Proceedings of International Joint Conference on Neural Networks, 3, 2449-2554. doi:10.1109/IJCNN.2004.1381012
Varini, C., Nattkemper, T. W., Degenhard, A., and Wismüller, A. (2004). “Breast MRI data analysis by LLE” in Proceedings of International Joint Conference on Neural Networks, vol. 3, (Montreal, Canada: IEEE), 2449-2554.
Varini, C., et al., 2004. Breast MRI data analysis by LLE. In Proceedings of International Joint Conference on Neural Networks. no.3 Montreal, Canada: IEEE, pp. 2449-2554.
C. Varini, et al., “Breast MRI data analysis by LLE”, Proceedings of International Joint Conference on Neural Networks, vol. 3, Montreal, Canada: IEEE, 2004, pp.2449-2554.
Varini, C., Nattkemper, T.W., Degenhard, A., Wismüller, A.: Breast MRI data analysis by LLE. Proceedings of International Joint Conference on Neural Networks. 3, p. 2449-2554. IEEE, Montreal, Canada (2004).
Varini, Claudio, Nattkemper, Tim Wilhelm, Degenhard, Andreas, and Wismüller, Axel. “Breast MRI data analysis by LLE”. Proceedings of International Joint Conference on Neural Networks. Montreal, Canada: IEEE, 2004.Vol. 3. 2449-2554.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar