Advances in the Approximation of the Matrix Hyperbolic Tangent
[EN] In this paper, we introduce two approaches to compute the matrix hyperbolic tangent. While one of them is based on its own definition and uses the matrix exponential, the other one is focused on the expansion of its Taylor series. For this second approximation, we analyse two different alternat...
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Zusammenfassung: | [EN] In this paper, we introduce two approaches to compute the matrix hyperbolic tangent.
While one of them is based on its own definition and uses the matrix exponential, the other one is
focused on the expansion of its Taylor series. For this second approximation, we analyse two different
alternatives to evaluate the corresponding matrix polynomials. This resulted in three stable and
accurate codes, which we implemented in MATLAB and numerically and computationally compared
by means of a battery of tests composed of distinct state-of-the-art matrices. Our results show that
the Taylor series-based methods were more accurate, although somewhat more computationally
expensive, compared with the approach based on the exponential matrix. To avoid this drawback,
we propose the use of a set of formulas that allows us to evaluate polynomials in a more efficient way
compared with that of the traditional Paterson¿Stockmeyer method, thus, substantially reducing
the number of matrix products (practically equal in number to the approach based on the matrix
exponential), without penalising the accuracy of the result
This research was funded by the Spanish Ministerio de Ciencia e Innovacion under grant number TIN2017-89314-P.
Ibáñez González, JJ.; Alonso Abalos, JM.; Sastre, J.; Defez Candel, E.; Alonso-Jordá, P. (2021). Advances in the Approximation of the Matrix Hyperbolic Tangent. Mathematics. 9(11):1-20. https://doi.org/10.3390/math9111219 |
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