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cs.LG2024
Unit-Aware Genetic Programming for the Development of Empirical Equations
Julia Reuter, Viktor Martinek, Roland Herzog +1
When developing empirical equations, domain experts require these to be accurate and adhere to physical laws. Often, constants with unknown units need to be discovered alongside th…
cs.LG2024
Shape Constraints in Symbolic Regression using Penalized Least Squares
Viktor Martinek, Julia Reuter, Ophelia Frotscher +3
We study the addition of shape constraints (SC) and their consideration during the parameter identification step of symbolic regression (SR). SC serve as a means to introduce prior…