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
Es wurde kein Volltext hochgeladen. Nur Publikationsnachweis!
Konferenzbeitrag | Veröffentlicht | Englisch
Autor
; ; ;
Abstract / Bemerkung
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.
Erscheinungsjahr
Titel des Konferenzbandes
Proceedings of International Joint Conference on Neural Networks
Band
3
Seite
2449-2554
Konferenz
International Joint Conference on Neural Networks 2004
Konferenzdatum
2004-07-25 – 2004-07-29
ISSN
PUB-ID

Zitieren

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.

Export

Markieren/ Markierung löschen
Markierte Publikationen

Open Data PUB

Suchen in

Google Scholar