The MARS was applied in this study to transform two-dimensional (2D) coordinates between the two national geodetic datums (Accra 1929 and Leigon 1977) used in Ghana. In this study, an attempt has been made to explore the performance of MARS as a novel alternative technique for coordinate transformation. However, its application in geodetic sciences for coordinate transformation is yet to be explored. Multivariate Adaptive Regression Spline (MARS) is a machine learning technique that has been successfully applied to solve function estimation problems in several disciplines. It allow coordinates to be transformed from a source datum onto a target datum and vice versa for practical geodetic applications. Coordinate transformation is still an on-going research area in the geodetic sciences.
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