Constrained data decomposition and regression for analyzing healthy aging from fiber tract diffusion properties

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5761 LNCS, Issue PART 1, 2009, Pages 321-328

  Gouttard, Sylvain ^a   Prastawa, Marcel ^a,b   Bullitt, Elizabeth ^c   Lin, Weili ^c   Goodlett, Casey ^a,b   Gerig, Guido ^a,b  

^a UNIVERSITY OF UTAH   (United States)

^b University of Utah   (United States)

^c UNIVERSITY OF NORTH CAROLINA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATA COMPRESSION; DIFFUSION; DISEASES; MEDICAL COMPUTING;

AGE-RELATED CHANGES; BRAIN STRUCTURE; DATA DECOMPOSITION; DIFFUSION PROPERTIES; DIFFUSION TENSOR IMAGES; DYNAMIC PROCESS; FIBER TRACTS; FUNCTIONAL DATA ANALYSIS; LEAVE-ONE-OUT; MENTAL ILLNESS; NEURODEGENERATION; NEURODEGENERATIVE; NEUROLOGICAL DISEASE; SCALAR DIFFUSION; WHITE MATTER;

TENSORS;

AGING; ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; BRAIN; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; CYTOLOGY; DIFFUSION TENSOR IMAGING; HUMAN; IMAGE ENHANCEMENT; IMAGE SUBTRACTION; METHODOLOGY; MYELINATED NERVE; PATHOLOGY; PRINCIPAL COMPONENT ANALYSIS; REFERENCE VALUE; REGRESSION ANALYSIS; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL; ULTRASTRUCTURE;

AGING; ALGORITHMS; BRAIN; COMPUTER SIMULATION; CYTOLOGY; DIFFUSION TENSOR IMAGING; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; METHODS; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; NERVE FIBERS, MYELINATED; PATHOLOGY; PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REFERENCE VALUES; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SUBTRACTION TECHNIQUE; ULTRASTRUCTURE;

EID: 77952257006     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-04268-3_40     Document Type: Conference Paper

References (10)

1. Mortamet, B., Zeng, D., Gerig, G., Prastawa, M., Bullitt, E.: Effects of Healthy Aging Measured By Intracranial Compartment Volumes Using a Designed MR Brain Database. In: Duncan, J.S., Gerig, G. (eds.) MICCAI 2005. LNCS, vol. 3749, pp. 383-391. Springer, Heidelberg (2005)
2. Sowell, E.R., Thompson, P.M., Leonard, C.M., Welcome, S.E., Kan, E., Toga, A.W.: Longitudinal mapping of cortical thickness and brain growth in normal children. J. Neurosci. 24, 8223-8231 (2004) (Pubitemid 39280801)
3. Davis, B., Fletcher, P., Bullitt, E., Joshi, S.: Population Shape Regression From Random Design Data. In: Int. Conf. Comp. Vis., ICCV 2007, pp. 1-7 (2007)
4. Salat, D., Tuch, D., Greve, D., van der Kouwe, A., Hevelone, N., Zaleta, A., Rosen, B., Fischl, B., Corkin, S., Rosas, H., et al.: Age-related alterations in white matter microstructure measured by diffusion tensor imaging. Neurobiology of Aging 26(8), 1215-1227 (2005) (Pubitemid 40726015)
5. Pfefferbaum, A., Sullivan, E.: Increased brain white matter diffusivity in normal adult aging: Relationship to anisotropy and partial voluming. Magnetic Resonance in Medicine 49(5), 953-961 (2003) (Pubitemid 36523483)
6. Bonekamp, D., Nagae, L., Degaonkar, M., Matson, M., Abdalla, W., Barker, P., Mori, S., Horská, A.: Diffusion tensor imaging in children and adolescents: Reproducibility, hemispheric, and age-related differences. Neuroimage 34(2), 733-742 (2007) (Pubitemid 44827756)
7. Goodlett, C.B., Fletcher, P.T., Gilmore, J.H., Gerig, G.: Group analysis of DTI fiber tract statistics with application to neurodevelopment. NeuroImage 45(1, suppl. 1), S133-S142 (2009); Mathematics in Brain Imaging
8. Takane, Y., Hunter, M.A.: Constrained principal component analysis: a comprehensive theory. Applicable Algebra in Engineering, Communication, and Computing 12, 391-419 (2001) (Pubitemid 33074927)
9. Hunter, M.A., Takane, Y.: Constrained principal component analysis: various applications. Journal of Educational and Behavioral Statistics 27, 41-81 (2002)
10. Joshi, S., Davis, B., Jomier, M., Gerig, G.: Unbiased diffeomorphic atlas construction for computational anatomy. NeuroImage 23, 151-160 (2004) (Pubitemid 39421714)