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3 - Artificial Intelligence and the Economics of Decision-Making

Published online by Cambridge University Press:  23 May 2024

Wim Naudé
Affiliation:
Rheinisch-Westfälische Technische Hochschule, Aachen, Germany
Thomas Gries
Affiliation:
Universität Paderborn, Germany
Nicola Dimitri
Affiliation:
Università degli Studi, Siena
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Summary

This chapter deals with how microeconomics can provide insights into the key challenge that artificial intelligence (AI) scientists face. This challenge is to create intelligent, autonomous agents that can make rational decisions. In this challenge, they confront two questions: what decision theory to follow and how to implement it in AI systems. This chapter provides answers to these questions and makes three contributions. The first is to discuss how economic decision theory – expected utility theory (EUT) – can help AI systems with utility functions to deal with the problem of instrumental goals, the possibility of utility function instability, and coordination challenges in multiactor and human–agent collective settings. The second contribution is to show that using EUT restricts AI systems to narrow applications, which are “small worlds” where concerns about AI alignment may lose urgency and be better labeled as safety issues. The chapter’s third contribution points to several areas where economists may learn from AI scientists as they implement EUT.

Type
Chapter
Information
Artificial Intelligence
Economic Perspectives and Models
, pp. 60 - 82
Publisher: Cambridge University Press
Print publication year: 2024

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