Discrete wavelength selection for the optical readout of a metamaterial biosensing system for glucose concentration estimation via a support vector regression model.
Tanja TeutschMartin MeschHarald GiessenCristina TarínPublished in: EMBC (2015)
Keyphrases
- regression model
- support vector
- generalized linear models
- support vector regression
- semi parametric
- regression methods
- model selection
- regression analysis
- linear regression model
- logistic regression
- linear model
- multivariate regression
- fermentation process
- prediction model
- cross validation
- wavelength division multiplexing
- classification accuracy
- logistic regression models
- kernel regression
- support vector machine
- target variable
- survival analysis
- gaussian process
- prediction intervals
- regression trees
- independent variables
- infrared
- factor analysis
- locally weighted
- multiple linear regression
- generalized linear
- neural network
- optical burst switching
- explanatory variables
- learning machines
- constrained optimization
- hyperparameters
- kernel function
- optical flow