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Multidimensional Bernstein polynomials and Bezier curves: Analysis of machine learning algorithm for facial expression recognition based on curvature.

Authors :
Kucukoglu, Irem
Simsek, Buket
Simsek, Yilmaz
Source :
Applied Mathematics & Computation. Mar2019, Vol. 344, p150-162. 13p.
Publication Year :
2019

Abstract

Abstract In this paper, by using partial derivative formulas of generating functions for the multidimensional unification of the Bernstein basis functions and their functional equations, we derive derivative formulas and identities for these basis functions and their generating functions. We also give a conjecture and some open questions related to not only subdivision property of these basis functions, but also solutions of a higher-order special differential equations. Moreover, we provide an implementation for a real world problem of human facial expression recognition with the help of curvature of Bezier curves whose machine learning supported by statistical evaluations on feature vectors using in the aforementioned machine learning algorithm. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00963003
Volume :
344
Database :
Academic Search Index
Journal :
Applied Mathematics & Computation
Publication Type :
Academic Journal
Accession number :
132804363
Full Text :
https://doi.org/10.1016/j.amc.2018.10.012