Cargando…

High Dimensional Classification of Structural MRI Alzheimer’s Disease Data Based on Large Scale Regularization

In this work we use a large scale regularization approach based on penalized logistic regression to automatically classify structural MRI images (sMRI) according to cognitive status. Its performance is illustrated using sMRI data from the Alzheimer Disease Neuroimaging Initiative (ADNI) clinical dat...

Descripción completa

Detalles Bibliográficos
Autores principales:	Casanova, Ramon, Whitlow, Christopher T., Wagner, Benjamin, Williamson, Jeff, Shumaker, Sally A., Maldjian, Joseph A., Espeland, Mark A.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Research Foundation 2011
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3193072/ https://www.ncbi.nlm.nih.gov/pubmed/22016732 http://dx.doi.org/10.3389/fninf.2011.00022

Ejemplares similares

Combining Graph and Machine Learning Methods to Analyze Differences in Functional Connectivity Across Sex
por: Casanova, R, et al.
Publicado: (2012)

Alzheimer's Disease Risk Assessment Using Large-Scale Machine Learning Methods
por: Casanova, Ramon, et al.
Publicado: (2013)

Classification of Structural MRI Images in Alzheimer's Disease from the Perspective of Ill-Posed Problems
por: Casanova, Ramon, et al.
Publicado: (2012)

Effects of Regular and Long-Acting Insulin on Cognition and Alzheimer’s Disease Biomarkers: A Pilot Clinical Trial
por: Craft, Suzanne, et al.
Publicado: (2017)

TELEPHONE-BASED COGNITIVE ASSESSMENTS IN A LARGE, MULTISITE RCT: THE COSMOS-MIND STUDY
por: Caudle, Brad, et al.
Publicado: (2019)

MEG measured delta waves increase in adolescents after concussion
por: Davenport, Elizabeth M., et al.
Publicado: (2022)

Quantitative stochastic homogenization and large-scale regularity
por: Armstrong, Scott, et al.
Publicado: (2019)

Differential renormalization and dimensional regularization
por: Smirnov, V A
Publicado: (1994)

Roll-to-roll fabrication of large scale and regular arrays of three-dimensional nanospikes for high efficiency and flexible photovoltaics
por: Leung, Siu-Fung, et al.
Publicado: (2014)

MFTR-Net: A Multi-Level Features Network with Targeted Regularization for Large-Scale Point Cloud Classification
por: Liu, Ruyu, et al.
Publicado: (2023)

Supersymmetric dimensional regularization
por: Siegel, Warren, et al.
Publicado: (1981)

On dimensional regularization of sums
por: Contino, Roberto, et al.
Publicado: (2001)

Regularization, renormalization, and dimensional analysis: Dimensional regularization meets Freshman E&M
por: Olness, Fredrick, et al.
Publicado: (2008)

Relationship between Aggressiveness, Self-Confidence, and Perceived Coach Support and Head Impact Exposure in Youth Football
por: Marks, Madison E., et al.
Publicado: (2022)

Cerebral Structural Changes in Diabetic Kidney Disease: African American–Diabetes Heart Study MIND
por: Sink, Kaycee M., et al.
Publicado: (2015)

Less is more: regularization perspectives on large scale machine learning
por: Rosasco, Lorenzo
Publicado: (2017)

Dimensional regularization in configurations space
por: Bollini, C G, et al.
Publicado: (1996)

Dimensional regularization and the renormalization group
por: 't Hooft, Gerardus
Publicado: (1973)

Hippocampus Segmentation-Based Alzheimer’s Disease Diagnosis and Classification of MRI Images
por: Balasundaram, A., et al.
Publicado: (2023)

MRI-Based Deep Learning Method for Classification of IDH Mutation Status
por: Bangalore Yogananda, Chandan Ganesh, et al.
Publicado: (2023)

Classification of Alzheimer’s Progression Using fMRI Data
por: Noh, Ju-Hyeon, et al.
Publicado: (2023)

Subclinical Atherosclerosis Is Inversely Associated With Gray Matter Volume in African Americans With Type 2 Diabetes
por: Freedman, Barry I., et al.
Publicado: (2015)

Estimation of Large-Dimensional Covariance Matrices via Second-Order Stein-Type Regularization
por: Zhang, Bin, et al.
Publicado: (2022)

Split dimensional regularization for the Coulomb gauge
por: Leibbrandt, G, et al.
Publicado: (1996)

Anomalies and supersymmetric regularization by dimensional reduction
por: Nicolai, Hermann C, et al.
Publicado: (1980)

Accelerated motion corrected three‐dimensional abdominal MRI using total variation regularized SENSE reconstruction
por: Cruz, Gastao, et al.
Publicado: (2015)

Tunable large-scale regular array of topological defects in nematic liquid crystals
por: Kim, MinSu, et al.
Publicado: (2018)

Neural predictors of emotional inertia in daily life
por: Waugh, Christian E., et al.
Publicado: (2017)

Prediction and classification of Alzheimer disease based on quantification of MRI deformation
por: Long, Xiaojing, et al.
Publicado: (2017)

Existence and regularity for higher dimensional H-systems
por: Duzaar, F, et al.
Publicado: (1998)

Regularized estimation of large-scale gene association networks using graphical Gaussian models
por: Krämer, Nicole, et al.
Publicado: (2009)

Computing Leapfrog Regularization Paths with Applications to Large-Scale K-mer Logistic Regression
por: Benner, Philipp
Publicado: (2021)

Mixture of Experts with Entropic Regularization for Data Classification
por: Peralta, Billy, et al.
Publicado: (2019)

A nonhuman primate model of early Alzheimer’s disease pathologic change: Implications for disease pathogenesis
por: Latimer, Caitlin S., et al.
Publicado: (2018)

Dimensional regularization vs methods in fixed dimension with and without $\gamma_5$
por: Bruque, A.M., et al.
Publicado: (2018)

Automated classification of Alzheimer's disease and mild cognitive impairment using a single MRI and deep neural networks
por: Basaia, Silvia, et al.
Publicado: (2018)

Diagnosis of Alzheimer's Disease Based on Structural MRI Images Using a Regularized Extreme Learning Machine and PCA Features
por: Lama, Ramesh Kumar, et al.
Publicado: (2017)

A novel fully automated MRI-based deep-learning method for classification of 1p/19q co-deletion status in brain gliomas
por: Yogananda, Chandan Ganesh Bangalore, et al.
Publicado: (2021)

Dimensional regularization of composite operators in scalar field theory
por: Brown, L S
Publicado: (1980)

Dimensional regularization of massless theories in spherical space-time
por: Drummond, I T
Publicado: (1975)

Cannot write session to /tmp/vufind_sessions/sess_9c54fr7iaq12r10ti4oe3n78e0