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Comparison of Semiparametric Models in the Presence of Noise and Outliers
DE Wormenor, S Twumasi-Ankrah… - Journal of Applied …, 2025 - Wiley Online Library
Various studies have examined generalized additive models (GAMs), comparing thin plate
splines (tp), P‐splines (ps), cubic regression splines (cr), and Gaussian processes (gp) for …
splines (tp), P‐splines (ps), cubic regression splines (cr), and Gaussian processes (gp) for …
[PDF][PDF] ISSN 2222-2995 Universityof Kirkuk Journal For Administrative and Economic Science
JH Ali, OA Muhammad, DH Saud - Decision-Making, 2024 - iasj.net
It has played a prominent digital role in the global economy, and Iraq seeks to keep pace
with the transformations and developments in the global digital economy. The research aims …
with the transformations and developments in the global digital economy. The research aims …
[PDF][PDF] Ordinary least squares and robust estimators in linear regression: Impacts of outliers, error and response contaminations
Abstract The Ordinary Least Squares Estimator (OLSE) is the best method for linear
regression if the classical assumptions are satisfied for estimating weights. When these …
regression if the classical assumptions are satisfied for estimating weights. When these …
Robustness of the Quadratic Discriminant Function to correlated and uncorrelated normal training samples
This study investigates the asymptotic performance of the Quadratic Discriminant Function
(QDF) under correlated and uncorrelated normal training samples. This paper specifically …
(QDF) under correlated and uncorrelated normal training samples. This paper specifically …
[PDF][PDF] Leverages, outliers and the performance of robust regression estimators
This study compared the performance of some robust regression methods and the Ordinary
Least Squares Estimator (OLSE). The estimators were compared using varied levels of …
Least Squares Estimator (OLSE). The estimators were compared using varied levels of …
[PDF][PDF] ISSN 2222-2995 Universityof Kirkuk Journal For Administrative and Economic Science
A Sozan, SSH Ali - iasj.net
Regression analysis is indeed a statistical technique used to model the relationship
between a dependent variable (response variable) and one or more independent variables …
between a dependent variable (response variable) and one or more independent variables …
[PDF][PDF] Leverage effects on robust regression estimators
In this study, we assess the performance of some robust regression methods. These are the
least-trimmed squares estimator (LTSE), Huber maximum likelihood estimator (HME), S …
least-trimmed squares estimator (LTSE), Huber maximum likelihood estimator (HME), S …
Gürültü giderici oto-kodlayıcı kullanarak eksik değerlerin tamamlanması
MH Asghar - 2020 - acikerisim.selcuk.edu.tr
Özet Eksik değerlerin varlığı, veri analizinde yaygın bir sorundur. Veri kaybı, eksiksiz veri
gerektiren aşağı akış analizini engelleyebilmektedir. Bu eksiklik, ya verilere eksik durumları …
gerektiren aşağı akış analizini engelleyebilmektedir. Bu eksiklik, ya verilere eksik durumları …
Comparative analysis of the effect of transformation techniques on some robust regression measures
FA Soku - 2016 - ir.knust.edu.gh
When the distribution of the errors in a linear model is normal, the OLSE pro-vides reliable
parameter estimates for the linear model. When errors deviate from normality, the OLS …
parameter estimates for the linear model. When errors deviate from normality, the OLS …