High-dimensional pattern regression using machine learning: From medical images to continuous clinical variables.
Ying WangYong FanPriyanka BhattChristos DavatzikosPublished in: NeuroImage (2010)
Keyphrases
- medical images
- machine learning
- high dimensional
- clinical practice
- clinical applications
- variable selection
- medical data
- model selection
- medical imaging
- medical image analysis
- anatomical structures
- image intensity
- imaging modalities
- ct images
- deformable models
- medical databases
- mr images
- clinical data
- magnetic resonance
- magnetic resonance images
- region of interest
- medical diagnosis
- treatment planning
- brain images
- computer aided diagnosis
- regression model
- soft tissue
- low dimensional
- similarity search
- medical image segmentation
- x ray images
- text classification
- computer vision
- magnetic resonance imaging
- pattern recognition
- feature selection
- multi modality
- dimensionality reduction
- computed tomography
- data mining
- high dimensional data
- feature space
- medical image retrieval
- computer tomography
- medical records
- segmentation of medical images
- ct data
- patient data
- data points
- multi modal