Embedded feature selection of hyperspectral bands with boosted decision trees.
Sildomar T. MonteiroRichard J. MurphyPublished in: IGARSS (2011)
Keyphrases
- hyperspectral
- hyperspectral images
- feature selection
- boosted decision trees
- hyperspectral data
- hyperspectral remote sensing
- spectral bands
- remote sensing
- band selection
- multispectral
- hyperspectral imagery
- naive bayes
- image data
- infrared
- decision trees
- spatial resolution
- target detection
- hyperspectral imaging
- pixel classification
- text categorization
- spectral resolution
- random projections
- satellite images
- logistic regression models
- machine learning
- information content
- feature space
- dimensionality reduction
- model selection
- image analysis
- text classification
- support vector
- dimension reduction
- multispectral images
- classification accuracy
- high dimensionality
- mutual information
- feature set
- support vector machine
- change detection
- cross validation
- pattern recognition
- spectral data