Algebraic solution of tropical best approximation problems
N Krivulin - Mathematics, 2023 - mdpi.com
We introduce new discrete best approximation problems, formulated and solved in the
framework of tropical algebra, which deals with semirings and semifields with idempotent …
framework of tropical algebra, which deals with semirings and semifields with idempotent …
Weighted median of the data in solving least absolute deviations problems
We consider the weighted median problem for a given set of data and analyze its main
properties. As an illustration, an efficient method for searching for a weighted Least Absolute …
properties. As an illustration, an efficient method for searching for a weighted Least Absolute …
The Curious Case of Arbitrariness in Machine Learning
Algorithmic modelling relies on limited information in data to extrapolate outcomes for
unseen scenarios, often embedding an element of arbitrariness in its decisions. A …
unseen scenarios, often embedding an element of arbitrariness in its decisions. A …
Three points method for searching the best least absolute deviations plane
In this paper a new method for estimation of optimal parameters of a best least absolute
deviations plane is proposed, which is based on the fact that there always exists a best least …
deviations plane is proposed, which is based on the fact that there always exists a best least …
Efficient ADMM-Based Algorithm for Regularized Minimax Approximation
Minimax approximations have found many applications but are lack of efficient solution
algorithms for large-scale problems. Based on the alternating direction method of multipliers …
algorithms for large-scale problems. Based on the alternating direction method of multipliers …
[PDF][PDF] Detection of Planar Surfaces Based on RANSAC and LAD Plane Fitting.
OBOTS in the near future will be expected to operate autonomously in unstructured
environments. In order to reach a required level of autonomy, a highly developed …
environments. In order to reach a required level of autonomy, a highly developed …
[PDF][PDF] Searching for a best LAD-solution of an overdetermined system of linear equations motivated by searching for a best LAD-hyperplane on the basis of given data
We consider the problem of searching for a best LAD-solution of an overdetermined system
of linear equations Xa= z, X∈ Rm× n, m≥ n, a∈ Rn, z∈ Rm. This problem is equivalent to …
of linear equations Xa= z, X∈ Rm× n, m≥ n, a∈ Rn, z∈ Rm. This problem is equivalent to …
Combined regression models
The goal of this paper is two-fold. First, new regression models obtained by combinations of
the least squares (LS), minimax (MM), and the least sum of absolute deviations (LSAD) are …
the least squares (LS), minimax (MM), and the least sum of absolute deviations (LSAD) are …
A Full-Factorial Design Approach for Coordinate Transformation
Y Sisman - Arabian Journal for Science and Engineering, 2014 - Springer
The aim of this study is to analyze the role of experimental factors in the affine coordinate
transformation of cadastral maps using a 2 3 factorial design. The selected experimental …
transformation of cadastral maps using a 2 3 factorial design. The selected experimental …
Approximating surfaces by the moving least absolute deviations method
In this paper we are going to consider the problem of global data approximation on the basis
of data containing outliers. For that purpose a new method entitled the moving least absolute …
of data containing outliers. For that purpose a new method entitled the moving least absolute …