Skip to main content Accessibility help
×
Hostname: page-component-cd9895bd7-dzt6s Total loading time: 0 Render date: 2024-12-23T05:18:12.888Z Has data issue: false hasContentIssue false

5 - Agents’ Behavior and Learning

Published online by Cambridge University Press:  02 March 2018

Alberto Russo
Affiliation:
Università Politecnica delle Marche, Ancona
Domenico Delli Gatti
Affiliation:
Catholic University, Milan
Domenico Delli Gatti
Affiliation:
Università Cattolica del Sacro Cuore, Milano
Giorgio Fagiolo
Affiliation:
Scuola Superiore Sant’ Anna, Pisa
Mauro Gallegati
Affiliation:
Università Politecnica delle Marche, Ancona
Matteo Richiardi
Affiliation:
Università degli Studi di Torino, Italy
Alberto Russo
Affiliation:
Universita' Politecnica delle Marche, Ancona
Get access

Summary

Introduction

The fundamental building blocks of every agent-based model are agents. From a general point of view, in order to build an agent-based model, four main issues need to be addressed: (i) the nature of the agents; (ii) the list of variables describing their state; (iii) the list of the actions the agents can perform; (iv) the structure of their interaction with other agents. In what follows, we will discuss the first three points, while the last will be deeply analyzed in Chapter 6.

A peculiar feature differentiating agents in agent-based models from those of mainstream models is their autonomy of action. Indeed, agents in a rationalexpectations- cum-equilibrium model behave according to rules that are not independent of what the others are doing: in any situation, their actions depend on some variable that is determined by the behavior of the entire system. In a typical market model, for instance, a firm must know the actual market price (i.e., market-clearing price) in order to decide its production level, and this price is determined by the interplay of all the agents populating the economy. Hence, agents’ actions are mutually dependent through the equilibrium state or, differently stated, the actual implementation of actions depends on the outcome of actions (outcome ⇒ actions). As this simple but representative example clarifies, mainstream models are dynamically incomplete since no mechanism for out-of-equilibrium dynamics is provided. Thus, the central problem characterizing a decentralized market economy – i.e., the coordination problem – is left aside. On the contrary, the character of autonomy in an agentbased model consists in the existence of a set of behavioral rules allowing agents to take decisions in any situation, independently from what the others are doing and without a central Auctioneer, intervenes as a deus ex machina in determining some sort of equilibrium state. The implementation of actions is not dependent of the outcome of actions. Of course, the final outcome generally will depend on the whole system of interactions among the agents, implying the possibility of individual rationing in case of coordination failures, but this is not an obstacle to the implementation of autonomous decisionmaking. In fact, what makes this possible is that agents’ actions directly influence only other agents’ variables, and not also their own variables. To clarify the point, let us imagine a consumer wanting to buy a good from a shop.

Type
Chapter
Information
Agent-Based Models in Economics
A Toolkit
, pp. 81 - 108
Publisher: Cambridge University Press
Print publication year: 2018

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Save book to Kindle

To save this book to your Kindle, first ensure [email protected] is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.

Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.

Find out more about the Kindle Personal Document Service.

Available formats
×

Save book to Dropbox

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.

Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

Available formats
×