Introduction
Page: 3-18 (16)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010003
PDF Price: $15
Abstract
In this introductory chapter, we offer our readers the essential information regarding the field of Agent-based Computational Economics. The development of theory and applications of agent-based systems determined in the last years has brought a real revolution regarding the modelling of complex systems in the field of Economics. The main construction blocks of any agent-based computational model are the following: the set of agents (A), the initializations (I) and the simulation specifications (R). In order to validate an agent-based model, we must follow the following steps: (1) The analysis of pure theories of Economics; (2) Defining the objectives of research and the precise tasks of the model; (3) Building the conceptual model; (4) Validation of conceptual model; (5) Transformation of conceptual model in a computerized model using a software platform; (6) The operational validation of computerized model; (7) The analysis of experiments results and interpretation from an economic point of view.
The Multi Agent-Based Computational Model of an Artificial Economy
Page: 19-36 (18)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010004
PDF Price: $15
Abstract
In this chapter, we describe the multi agent-based computational model of an artificial economy and proceed to the conceptual validation process by describing the observer O with its parameters, variables, procedures and sub-agents Ti and Pxy.
The Implementation in NetLogo of the Multi Agent-Based Model
Page: 37-71 (35)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010005
PDF Price: $15
Abstract
The implementation of the conceptual model using NetLogo is the process of transforming the algorithms described in Chapter 2 in procedures recognized by NetLogo. Any agent-based computational model implementation must be operational validated and verified. A model is considered operational valid to the extent provides a satisfactory range of if it accuracy consistent with the intended application of the model.
The Computational Experiments
Page: 72-82 (11)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010006
PDF Price: $15
Abstract
In this chapter, we perform five computer experiments that simulate the functioning of the artificial economy with different values for the three control parameters: rs={-2,-1,0,1,2}, NoProducers={1,2,3,.,100}, and NoConsumers={1,2,3,.,100}. Based on these five experiments, we measure five indexes: Herfindahl-Hirschman index, Gini index, mean value of prices for products, mean value of prices for resources, and mean value of obtained production.
Conclusions
Page: 83-85 (3)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010007
PDF Price: $15
Abstract
In this chapter, we draw the conclusions regarding the evolution of Agentbased Artificial Economy described in Chapter 2, implemented in Chapter 3 using NetLogo, and utilized them for a set of computational experiments in Chapter 4.
Detailed Results of Computational Experiments
Page: 86-148 (63)
Author: Romulus-Catalin Damaceanu
DOI: 10.2174/9781608054893113010008
PDF Price: $15
Introduction
Agent-based Computational Economics using NetLogo explores how researchers can create, use and implement multi-agent computational models in Economics by using NetLogo software platform. Problems of economic science can be solved using multi-agent modelling (MAM). This technique uses a computer model to simulate the actions and interactions of autonomous entities in a network, in order to analyze the effects on the entire economic system. MAM combines elements of game theory, complex systems, emergence and evolutionary programming. The Monte Carlo method is also used in this e-book to introduce random elements. The 11 models presented in this text simulate the simultaneous operations of several agents in an attempt to recreate and predict complex economic phenomena. This e-book explains the topic in a systematic manner, starting with an introduction for readers followed subsequently by methodology and implementation using NetLogo. The volume ends with conclusions based on the results of the experiments presented. The e-book is intended as a concise and vital resource for economists, applied mathematicians, social sciences scientists, systems analysts, operations researchers and numerical analysts