DEECO - Departamento de Economia
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Navegando DEECO - Departamento de Economia por Autor "Barrenechea, Martin Harry Vargas"
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Item An implementation on Python of the classical Nelson and Winter models.(2022) Clementino, José Bruno do Nascimento; Barrenechea, Martin Harry VargasThis paper addresses the computational implementation in Python of the family of classical Schumpeterian Competition models developed by Nelson and Winter. A simple one-shot model is presented as a seed for the development of evolutionary dynamic models. Then, a parallel development between theory and computational implementation using the inheritance capabilities present in Python is done, in order to contemplate innovation, system dynamics, adaptive innovation policies and patents. The results of the original work are compared to the results found throughout the development of this work.Item Genetic algorithms applied to an evolutionary model of industrial dynamics.(2020) Passos, Gustavo de Castro Silva Versiani; Barrenechea, Martin Harry VargasIn order to verify the effects of machine learning in a market structure, an evolutionary model containing firms that use a genetic algorithm to decide their investment in innovative R&D was developed. These firms share the market, with two other types of firms, those with a fixed rate of investment and those with random strategies. A model of industrial dynamics was implemented and simulated using several population distributions of the three types of firms. The availability of external credit and the length of learning periods were evaluated and their effects, in the market structure, analysed. The simulations results brought contrasting findings when compared to previous works, as it confirmed that machine learning led to market dominance, but the same did not occur when considering the improvement of technological efficiency and social welfare.