Advanced Modeling of Longitudinal Spectroscopy Data

Advanced Modeling of Longitudinal Spectroscopy Data

Indiana University-Purdue University Indianapolis (IUPUI) === Magnetic resonance (MR) spectroscopy is a neuroimaging technique. It is widely used to quantify the concentration of important metabolites in a brain tissue. Imbalance in concentration of brain metabolites has been found to be associated...

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Bibliographic Details
Main Author: Kundu, Madan Gopal
Other Authors: Harezlak, Jaroslaw
Language:en_US
Published: 2014
Subjects:
Spectroscopy
Functional Data Analysis
Longitudinal Functional Data Analysis
Brownian Bridge
Longitudinal CART
Longitudinal Regression Tree
HIV
Brain metabolites
HIV neuroimaging consortium
LongPEER
PEER
Decomposition based penalty
NAA
Creatine
Myo-inositol
Choline
Glutamine and Glutamate
White matter
Gray matter
Basal ganglia
LongCART
neurological disorder
Global deficit score
GSVD
General Singular Value Decomposition
Brain > Magnetic resonance imaging > Research
Microbial metabolites > Research
Nervous system > Infections > Complications
HIV infections > Complications
Myelinated neurofibrils
Regression analysis > Mathematical models > Evaluation
Functional analysis > Research > Methodology
Longitudinal method > Research > Methodology
Research > Methodology
Health > Research > Longitudinal studies
Trees (Graph theory) > Research
Biometry > Research > Methodology
Cerebral cortex
Central nervous system > Abnormalities
Spectrum analysis > Research
HIV (Viruses) > Research > Analysis
Glutamine
Online Access:http://hdl.handle.net/1805/5454

Internet

http://hdl.handle.net/1805/5454

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