Sentence examples for this penalization from inspiring English sources
This penalization is added to the distance criterion to minimize.
We show numerically that this penalization creates a Dirac measure at the plasma-limiter interface which prevents us from defining the transport term in the usual distribution sense.
where λ > 0 and ν are constants, ϕ is the level set function [40], δ is the univariate Dirac function, Ω∈ℜ2, H is the Heaviside function, and the first term ∫ Ω 1 2 − 1 | 2 ) dxdy is a metric or penalizing energy to characterize how close a function ϕ is to a signed distance function in Ω, this penalization is controlled by the parameter μ.
This penalization can then be followed by subsequent selection (of the simpler model).
However, but for GRN reconstruction with samples ranging between 20-50, this penalization is too high.
This penalization is necessary to avoid exaggeration of any type I error.
But it is notable that the penalization of this urban encroachment is not applied to everyone with the same severity.
Given a limited sample size, it is possible to discover a phase transition by increasing the penalization; in this case a subset of the support may be recovered.
Using this modified scheme, the penalization will be 2 χ α,4 + χ α,12, which constitutes considerable savings, thereby increasing better prediction ratio (in terms of sensitivity and specificity).
We use this quantity to estimate the penalization λ for LASSO: we set \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document} $\lambda = \sigma ^{2}_{\text {NL}} + \text {var}(\epsilon)$ \end{document} λ = σ NL 2 + var.
In particular, the penalization scheme followed in this paper tends to ensure an almost sonic plasma condition at the plasma-obstacle interface, Bohm-like criterion, with relatively weak dependence on the target Mach number profile within the obstacle.
