The Use of Cone Projections and Quadratic programming in Estimation of Constrained Regression

Statisticians often use regression models like parametric, nonparametric, and semi-parametric models to represent economic and social phenomena. These models explain the relationships between different variables in these phenomena. One of the parametric model techniques is conic projection regression. It helps to find the most important slopes for multidimensional data using prior information about the regression's parameters to estimate the most efficient estimator. R algorithms, written in the R language, simplify this complex method. These algorithms are based on quadratic programming, which makes the estimations more accurate.

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Journal
Journal of Al-Rafidain University College For Sciences ( Print ISSN 1681-6870 Online ISSN 2790-2293 )
Published
2025-05-26
DOI
https://doi.org/10.55562/jrucs.v57i1.12
Primary Topic
Advanced Statistical Methods and Models
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article
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article

The Use of Cone Projections and Quadratic programming in Estimation of Constrained Regression

Fadhaa M. Hashim, H. Ibrahim
Journal of Al-Rafidain University College For Sciences ( Print ISSN 1681-6870 Online ISSN 2790-2293 )
Advanced Statistical Methods and Models
article

The Use of Cone Projections and Quadratic programming in Estimation of Constrained Regression

Fadhaa M. Hashim, H. Ibrahim
article en

Abstract

Statisticians often use regression models like parametric, nonparametric, and semi-parametric models to represent economic and social phenomena. These models explain the relationships between different variables in these phenomena. One of the parametric model techniques is conic projection regression. It helps to find the most important slopes for multidimensional data using prior information about the regression's parameters to estimate the most efficient estimator. R algorithms, written in the R language, simplify this complex method. These algorithms are based on quadratic programming, which makes the estimations more accurate.

Journal of Al-Rafidain University College For Sciences ( Print ISSN 1681-6870 Online ISSN 2790-2293 )Vol. 57(1)
University of Baghdad (IQ), Alrafidain University College (IQ)
Openalex Percentile: Top 88%
Advanced Statistical Methods and Models
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