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Which optimization algorithm are you using?
We have implemented Nelder-Mead Simplex algorithm to support optimization required by several of our functions (e.g. model calibration, Optimal BoxCox Transform, ADF test, etc.). To account for constraints violation, we added a penalty term in the Utility function.