Machine learning and medical imaging / Guorong Wu, Dinggang Shen, Mert R. Sabuncu

Por: Wu, Guorong [autor]Colaborador(es): Shen, Dinggang [autor] | Sabuncu, Mert Rory, 1979- [autor]Tipo de material: TextoTextoSeries The Elsevier and MICCAI society book seriesEditor: San Diego, CA, United States : Academic Press is an imprint of Elsevier, 2016Descripción: xxiii, 487 páginas: ilustracionesTipo de contenido: texto Tipo de medio: no mediado Tipo de portador: volumenISBN: 9780128040768; 0128040769Tema(s): DIAGNOSTICO DE IMAGEN -- TECNICAS DIGITALES | INTELIGENCIA ARTIFICIAL -- APLICACIONES MEDICAS | INFORMATICA MEDICA | MINERIA DE DATOS | INTELIGENCIA ARTIFICIAL | PROCESAMIENTO DE IMAGENClasificación CDD: 616.0754
Contenidos:
Functional connectivity parcellation of the human brain-- Kernel machine regression in neuroimaging genetics-- Deep learning of brain images and its application to multiple sclerosis-- Machine learning and its application in microscopic image analysis-- Sparse models for imaging genetics-- Dictionary learning for medical image denoising, reconstruction, and segmentation-- Advanced sparsity techniques in magnetic resonance imaging-- Hashing-based large-scale medical image retrieval for computer-aided diagnosis-- Multitemplate-based multiview learning for alzheimer's disease diagnosis-- Machine learning as a means toward precision diagnostics and prognostics-- Learning and predicting respiratory motion from 4D CT lung images-- Learning pathological deviations from a normal pattern of myocardial motion: added value for CRT studies?-- From point to surface: hierarchical parsing of human anatomy in medical images using machine learning technologies-- Machine learning in brain imaging genomics-- Holistic atlases of functional networks and interactions (HAFNI)-- Neuronal network architecture and temporal lobe epilepsy: a connectome-based and machine learning study
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Colección Material de Proyecto 616.0754 W959 2016 (Navegar estantería(Abre debajo)) 1 Prestado 01/01/2050 3560900273382

Functional connectivity parcellation of the human brain-- Kernel machine regression in neuroimaging genetics-- Deep learning of brain images and its application to multiple sclerosis-- Machine learning and its application in microscopic image analysis-- Sparse models for imaging genetics-- Dictionary learning for medical image denoising, reconstruction, and segmentation-- Advanced sparsity techniques in magnetic resonance imaging-- Hashing-based large-scale medical image retrieval for computer-aided diagnosis-- Multitemplate-based multiview learning for alzheimer's disease diagnosis-- Machine learning as a means toward precision diagnostics and prognostics-- Learning and predicting respiratory motion from 4D CT lung images-- Learning pathological deviations from a normal pattern of myocardial motion: added value for CRT studies?-- From point to surface: hierarchical parsing of human anatomy in medical images using machine learning technologies-- Machine learning in brain imaging genomics-- Holistic atlases of functional networks and interactions (HAFNI)-- Neuronal network architecture and temporal lobe epilepsy: a connectome-based and machine learning study