By force of habit: Self-trapping in a dynamical utility landscape.


Journal

Chaos (Woodbury, N.Y.)
ISSN: 1089-7682
Titre abrégé: Chaos
Pays: United States
ID NLM: 100971574

Informations de publication

Date de publication:
May 2020
Historique:
entrez: 4 6 2020
pubmed: 4 6 2020
medline: 17 3 2021
Statut: ppublish

Résumé

Historically, rational choice theory has focused on the utility maximization principle to describe how individuals make choices. In reality, there is a computational cost related to exploring the universe of available choices and it is often not clear whether we are truly maximizing an underlying utility function. In particular, memory effects and habit formation may dominate over utility maximization. We propose a stylized model with a history-dependent utility function, where the utility associated to each choice is increased when that choice has been made in the past, with a certain decaying memory kernel. We show that self-reinforcing effects can cause the agent to get stuck with a choice by sheer force of habit. We discuss the special nature of the transition between free exploration of the space of choice and self-trapping. We find, in particular, that the trapping time distribution is precisely a Zipf law at the transition, and that the self-trapped phase exhibits super-aging behavior.

Identifiants

pubmed: 32491895
doi: 10.1063/5.0009518
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

053123

Auteurs

José Moran (J)

Centre d'Analyse et de Mathématique Sociales, EHESS, 54 Boulevard Raspail, 75006 Paris, France.

Antoine Fosset (A)

Chair of Econophysics and Complex Systems, Ecole polytechnique, 91128 Palaiseau Cedex, France.

Davide Luzzati (D)

Chair of Econophysics and Complex Systems, Ecole polytechnique, 91128 Palaiseau Cedex, France.

Jean-Philippe Bouchaud (JP)

Chair of Econophysics and Complex Systems, Ecole polytechnique, 91128 Palaiseau Cedex, France.

Michael Benzaquen (M)

Chair of Econophysics and Complex Systems, Ecole polytechnique, 91128 Palaiseau Cedex, France.

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Classifications MeSH