Machine Learning Perspectives of Agent-Based Models (eBook, PDF)
eBook, PDF

Machine Learning Perspectives of Agent-Based Models (eBook, PDF)

Practical Applications to Economic Crises and Pandemics with Python, R, Netlogo and Julia

Redaktion: Campos, Pedro; Margarido, Joaquim; Rao, Anand
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This book provides an overview of agent-based modeling (ABM) and multi-agent systems (MAS), emphasizing their significance in understanding complex economic systems, with a special focus on the emerging properties of heterogeneous agents that cannot be deduced from the characteristics of individual agents. ABM is highlighted as a powerful tool for studying economics, especially in the context of financial crises and pandemics, where traditional models, such as dynamic stochastic general equilibrium (DSGE) models, have proven inadequate.Containing numerous practical examples and applications wi...

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