In this paper we explore the reconstruction of a delay differential equation (DDE) model from economics, the Kalecki's business cycle model, with a variant of genetic programming (GP) encoding the structure of DDEs. The results of this preliminary work show that GP can correctly reconstruct the model starting only from approximated data, showing that the investigation of GP for interpretable reconstruction of DDEs can be a worthwile research direction.
Genetic Programming for the Reconstruction of Delay Differential Equations in Economics
Tonelli, TeresaPrimo
;Pietropolli, GloriaSecondo
;Sbaiz, GabrielePenultimo
;Manzoni, LucaUltimo
2024-01-01
Abstract
In this paper we explore the reconstruction of a delay differential equation (DDE) model from economics, the Kalecki's business cycle model, with a variant of genetic programming (GP) encoding the structure of DDEs. The results of this preliminary work show that GP can correctly reconstruct the model starting only from approximated data, showing that the investigation of GP for interpretable reconstruction of DDEs can be a worthwile research direction.File in questo prodotto:
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