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In this work we propose a penalized version of the sparse discriminant analysis (SDA), called generalized sparse discriminant analysis (GSDA), for binary classification.
A PDA [ 23, 24] is a penalized version of the LDA, which is a sensible extension in the case of a large number of highly correlated covariables such as discretized spectra.
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We propose the upwind hybrid difference method and its penalized version for the convection dominated diffusion equation.
A chaladoo is a version of a….
To eliminate concurvity between the penalized splines of date and temperature, we first regressed temperature against a penalized spline of date.
It is based on a penalized measure of predictive ability of GLM that is estimated using m-out-of-n bootstrap method.
CBPCK is a bivariate version of extended conditional bias-penalized kriging (ECBPK) developed for gauge-only analysis.
For a fixed value of λ, the penalized likelihood l* can be maximized by a modified version of the iteratively reweighted least-squares algorithm, as was shown previously (5).
The best performances were achieved by a quadratic discriminant analysis of the PC scores and a penalized discriminant analysis of the original spectra.
Reactions with a discretization score of 1, form the set of core reactions that are fed into a modified version of FASTCORE (mFC) that allows leaving a set of reactions non-penalized besides defining core and non-core reactions.
Tusher et al. use a penalized t-statistic of the form [ 19].
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