Transcendental Equations for Nonlinear Optimization in Hyperbolic Space

We present a novel application of transcendental equations for nonlinear distance optimization in hyperbolic space. Through asymptotic approximations using Fourier and Taylor series expansions, we obtain approximations for the transcendental equations with non-zero real values on the boundary λ. The...

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Bibliographic Details
Main Authors: Pranav Kulkarni, Harmanjot Singh
Format: Article
Language:English
Published: MDPI AG 2024-08-01
Series:Engineering Proceedings
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Online Access:https://www.mdpi.com/2673-4591/74/1/1
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Summary:We present a novel application of transcendental equations for nonlinear distance optimization in hyperbolic space. Through asymptotic approximations using Fourier and Taylor series expansions, we obtain approximations for the transcendental equations with non-zero real values on the boundary λ. The series expansion of the logarithmic form of our equations around two arbitrary points <i>P</i><sub>1</sub> and <i>P</i><sub>2</sub> can be used to find values close to definite coordinates on λ. Applying principles from the Poincaré hyperbolic disk—a non-Euclidean space with constant negative curvature—we construct optimization methods following λ of our transcendental equations.
ISSN:2673-4591