Sentence examples for model with regularized from inspiring English sources

A companion paper presented the formulation of a phase-field model – i.e., a model with regularized interfaces that do not require explicit numerical tracking – that allows for easy and transparent prescription of complex interface kinetics and nucleation.

An ANN-based probabilistic forecasting model with regularized quantile optimization objective is proposed, considering both the randomness of inputs and the output variation described by a solid non-linear model.

Our key original contributions can be summarized in two aspects compared to previous researchers: 1) An ANN-based probabilistic forecasting model with regularized quantile optimization objective is proposed, considering both the randomness of inputs and the output variation described by a solid non-linear model.

Indeed, when the model is regularized, a significant performance gain is observed.

Similar to the simulation results under null and single locus alternative model, regularized regressions show marginally higher power at the cost of inflated type I error rate, e.g., power 1 for detecting both locus 1 and 2 with type I error rates 0.023 of Lasso and 0.029 of elastic net at region 3 for the continuous trait.

This algorithm supplements optical flow constraint with regularizing smooth terms, while our work uses spatio-temporal constancy.

The solution contains three sub-models: (i) regularized inversion of the cause effect matrix with the target cabin air temperatures as the known input, which solves the convective heat rates of the underfloor heaters and the air-supply temperature, (ii) solution of underfloor heater's surface temperatures based on Newton's law of cooling, and (iii) computation of the radiative heat rates.

Misorientation of a few side chains has been manually corrected and the full model regularized by molecular dynamics simulated annealing, using the standard protocols implemented with the Phenix software [ 57].

The mass-action formulation, while expanding the dimension of the prostate model, regularized the mathematical structure.

The mass-action formulation, while expanding the dimension of the P2 calcium model, regularized the mathematical structure.

However, a decrease in performance is seen when structural neighborhood features are also included but the model is not regularized.