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   Articles with "local linear" as a keyword



Local linear regression with reciprocal inverse Gaussian kernel

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recommendations! Published in 2019 at "Metrika"

DOI: 10.1007/s00184-019-00717-6

Abstract: In this paper, we propose a local linear estimator for the regression model $$Y=m(X)+\varepsilon $$Y=m(X)+ε based on the reciprocal inverse Gaussian kernel when the design variable is supported on $$(0,\infty )$$(0,∞). The conditional mean-squared error… read more here.

Keywords: regression; inverse gaussian; estimator; local linear ... See more keywords

Local Linear Model Tree with Optimized Structure

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recommendations! Published in 2020 at "IFAC-PapersOnLine"

DOI: 10.1016/j.ifacol.2020.12.1326

Abstract: Abstract This paper investigates the local linear model tree (LOLIMOT) with optimized structure. The performance of the LOLIMOT model depends on how the neurons are constructed. In the typical LOLIMOT model, the number of neurons… read more here.

Keywords: optimized structure; local linear; model; linear model ... See more keywords

Data-driven parameterization of polymer electrolyte membrane fuel cell models via simultaneous local linear structured state space identification

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recommendations! Published in 2021 at "International Journal of Hydrogen Energy"

DOI: 10.1016/j.ijhydene.2021.01.037

Abstract: Abstract In order to mitigate the degradation and prolong the lifetime of polymer electrolyte membrane fuel cells, advanced, model-based control strategies are becoming indispensable. Thereby, the availability of accurate yet computationally efficient fuel cell models… read more here.

Keywords: local linear; fuel; polymer electrolyte; electrolyte membrane ... See more keywords

A novel forecasting model based on a hybrid processing strategy and an optimized local linear fuzzy neural network to make wind power forecasting: A case study of wind farms in China

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recommendations! Published in 2017 at "Renewable Energy"

DOI: 10.1016/j.renene.2016.10.030

Abstract: As a crucial issue in the wind power industry, it is a tough and challenging task to predict the wind power accurately because of its nonlinearity, non-stationary and chaos. In this paper, we propose a… read more here.

Keywords: wind; local linear; model; wind power ... See more keywords

Blow-up for a Porous Medium Equation with Local Linear Boundary Dissipation

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recommendations! Published in 2024 at "Wuhan University Journal of Natural Sciences"

DOI: 10.1051/wujns/2024292095

Abstract: This article investigates the blow-up behaviors for a porous medium equation with a superlinear source and local linear boundary dissipation. Making use of the concavity method, we establish sufficient conditions to guarantee the occurrence of… read more here.

Keywords: local linear; linear boundary; medium equation; porous medium ... See more keywords

Local Linear Regression and the problem of dimensionality: a remedial strategy via a new locally adaptive bandwidths selector

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recommendations! Published in 2022 at "Journal of Applied Statistics"

DOI: 10.1080/02664763.2022.2026895

Abstract: Local Linear Regression (LLR) is a nonparametric regression model applied in the modeling phase of Response Surface Methodology (RSM). LLR does not make reference to any fixed parametric model. Hence, LLR is flexible and can… read more here.

Keywords: linear regression; local linear; regression; adaptive bandwidths ... See more keywords
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Local linear estimate of the point at high risk: Spatial functional data case

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recommendations! Published in 2019 at "Communications in Statistics - Theory and Methods"

DOI: 10.1080/03610926.2019.1580735

Abstract: Abstract The purpose of the present paper is to investigate by the local linear method a nonparametric estimator of the point at high risk of scalar response variable given a functional variable when the observations… read more here.

Keywords: local linear; point high; high risk; linear estimate ... See more keywords
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Spatial local linear estimation of the L1-conditional quantiles for functional regressors

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recommendations! Published in 2019 at "Communications in Statistics - Theory and Methods"

DOI: 10.1080/03610926.2019.1620781

Abstract: Abstract L1-norm approach is used to construct the local linear estimator of the spatial regression quantile for functional regressors. Under mixing spatial condition, we establish the almost complete convergence of the constructed approach. The applicability… read more here.

Keywords: estimation conditional; local linear; linear estimation; functional regressors ... See more keywords

Asymptotic normality of local linear functional regression estimator based upon censored data

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recommendations! Published in 2024 at "Communications in Statistics - Theory and Methods"

DOI: 10.1080/03610926.2024.2378376

Abstract: Abstract. This article is concerned with the local linear non parametric regression estimator of a right censored scalar response random variable, given a functional random covariate. First, we investigate its asymptotic normality under the concentration… read more here.

Keywords: local linear; regression estimator; asymptotic normality; regression ... See more keywords
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New Results on the Local Linear Convergence of ADMM: A Joint Approach

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recommendations! Published in 2021 at "IEEE Transactions on Automatic Control"

DOI: 10.1109/tac.2020.3033512

Abstract: Thanks to its versatility, its simplicity, and its fast convergence, alternating direction method of multipliers (ADMM) is among the most widely used approaches for solving a convex problem in distributed form. However, making it running… read more here.

Keywords: linear convergence; convergence admm; local linear; new results ... See more keywords

Extracting Inherent Model Structures and Identifying Parameters of Time-Varying Systems Using Local Linear Neuro-Fuzzy Networks

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recommendations! Published in 2022 at "IEEE Transactions on Fuzzy Systems"

DOI: 10.1109/tfuzz.2020.3034972

Abstract: The main challenges in identifying time-varying systems are to extract the inherent model structure and formulate a generic approach for various time-varying processes. In this article, a local linear neuro-fuzzy networks based approach is proposed… read more here.

Keywords: time; varying systems; local linear; model ... See more keywords