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This letter explains an algorithm for finding a set of base functions. Themethod aims to capture the leading behavior of the dataset in terms of a fewbase functions. Implementation of the A-star search will help find thesefunctions, while the gradient descent optimizes the parameters of the functionsat each search step. We will show the resulting plots to compare theextrapolation with the unseen data.

Automated Learning: An Implementation of The A* Search Algorithm over The Random Base Functions