Unsupervised Learning of Shape Complexity: Application to Brain Development

Ahmed Serag; IoannisS. Gousias; Antonios Makropoulos; Paul Aljabar; JosephV. Hajnal; JamesP. Boardman; SerenaJ. Counsell; Daniel Rueckert

doi:10.1007/978-3-642-33555-6_8

Unsupervised Learning of Shape Complexity: Application to Brain Development

Ahmed Serag, IoannisS. Gousias, Antonios Makropoulos, Paul Aljabar, JosephV. Hajnal, JamesP. Boardman, SerenaJ. Counsell, Daniel Rueckert

Deanery of Clinical Sciences

Research output: Chapter in Book/Report/Conference proceeding › Other chapter contribution

Original language	English
Title of host publication	Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data
Editors	Stanley Durrleman, Tom Fletcher, Guido Gerig, Marc Niethammer
Publisher	Springer
Pages	88-99
Number of pages	12
Volume	7570
DOIs	https://doi.org/10.1007/978-3-642-33555-6_8
Publication status	Published - 2012

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer Berlin Heidelberg

Keywords / Materials (for Non-textual outputs)

Shape complexity
dimension reduction
feature selection
brain development
biomarker extraction
neonatal
MRI

Access to Document

10.1007/978-3-642-33555-6_8

http://dx.doi.org/10.1007/978-3-642-33555-6_8

Cite this

Serag, A., Gousias, I., Makropoulos, A., Aljabar, P., Hajnal, J., Boardman, J., Counsell, S., & Rueckert, D. (2012). Unsupervised Learning of Shape Complexity: Application to Brain Development. In S. Durrleman, T. Fletcher, G. Gerig, & M. Niethammer (Eds.), Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data (Vol. 7570, pp. 88-99). (Lecture Notes in Computer Science). Springer. https://doi.org/10.1007/978-3-642-33555-6_8

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title = "Unsupervised Learning of Shape Complexity: Application to Brain Development",

keywords = "Shape complexity, dimension reduction, feature selection, brain development, biomarker extraction, neonatal, MRI",

author = "Ahmed Serag and IoannisS. Gousias and Antonios Makropoulos and Paul Aljabar and JosephV. Hajnal and JamesP. Boardman and SerenaJ. Counsell and Daniel Rueckert",

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doi = "10.1007/978-3-642-33555-6_8",

language = "English",

volume = "7570",

series = "Lecture Notes in Computer Science",

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Serag, A, Gousias, I, Makropoulos, A, Aljabar, P, Hajnal, J, Boardman, J, Counsell, S & Rueckert, D 2012, Unsupervised Learning of Shape Complexity: Application to Brain Development. in S Durrleman, T Fletcher, G Gerig & M Niethammer (eds), Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data. vol. 7570, Lecture Notes in Computer Science, Springer, pp. 88-99. https://doi.org/10.1007/978-3-642-33555-6_8

Unsupervised Learning of Shape Complexity: Application to Brain Development. / Serag, Ahmed; Gousias, IoannisS.; Makropoulos, Antonios et al.
Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data. ed. / Stanley Durrleman; Tom Fletcher; Guido Gerig; Marc Niethammer. Vol. 7570 Springer, 2012. p. 88-99 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceeding › Other chapter contribution

TY - CHAP

T1 - Unsupervised Learning of Shape Complexity: Application to Brain Development

AU - Serag, Ahmed

AU - Gousias, IoannisS.

AU - Makropoulos, Antonios

AU - Aljabar, Paul

AU - Hajnal, JosephV.

AU - Boardman, JamesP.

AU - Counsell, SerenaJ.

AU - Rueckert, Daniel

PY - 2012

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KW - Shape complexity

KW - dimension reduction

KW - feature selection

KW - brain development

KW - biomarker extraction

KW - neonatal

KW - MRI

U2 - 10.1007/978-3-642-33555-6_8

DO - 10.1007/978-3-642-33555-6_8

M3 - Other chapter contribution

VL - 7570

T3 - Lecture Notes in Computer Science

SP - 88

EP - 99

BT - Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data

A2 - Durrleman, Stanley

A2 - Fletcher, Tom

A2 - Gerig, Guido

A2 - Niethammer, Marc

PB - Springer

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Serag A, Gousias I, Makropoulos A, Aljabar P, Hajnal J, Boardman J et al. Unsupervised Learning of Shape Complexity: Application to Brain Development. In Durrleman S, Fletcher T, Gerig G, Niethammer M, editors, Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data. Vol. 7570. Springer. 2012. p. 88-99. (Lecture Notes in Computer Science). doi: 10.1007/978-3-642-33555-6_8