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Title: Simplified modeling of the evolution of skills in a spatially resolved environment
Authors : Füchslin, Rudolf Marcel
Schneider, Johannes Josef
Ott, Thomas
Walker, Richard
et. al : No
Proceedings: Alife 2019 : proceedings of the Artificial Life Conference 2019
Pages : 324
Pages to: 330
Conference details: Alife 2019, Newcastle, United Kingdom, 29 July - 2 August 2019
Editors of the parent work: Fellermann, Harold
Bacardit, Jaume
Goñi-Moreno, Angel
Füchslin, Rudolf Marcel
Publisher / Ed. Institution : Massachusetts Institute of Technology
Issue Date: Jul-2019
License (according to publishing contract) : CC BY 4.0: Attribution 4.0 International
Type of review: Peer review (publication)
Language : English
Subjects : Artificial life; Social modeling; Complex systems; Modeling in anthropology
Subject (DDC) : 003: Systems
Abstract: We present a model for the spread, transmission and competition of skills with an emphasis on the role of spatial mobility of individuals. From a methodological point of view, we seek mathematical and computational simplicity in the sense of a minimal model. This minimalism lets us use a infinite dimensional simplex space and not a Euclidean space as underlying structure. Such a simplex captures the essentials of spatial heterogeneity without the mathematical difficulties of neighborhood structures. In the presented model, individuals may have no skill or either skill A or B. Individuals are born unskilled and may acquire skills by learning from a skilled individual. Skill A results in a small reproductive advantage and is easy to transmit (teaching happens at high rate), whereas skill B is harder to teach but results in a high benefit. The model exhibits a rich behavior; after an initial transient, the system settles to a fix point (constant distribution of skills), whereby the distribution of skills depends on a mobility parameter m. We observe different regimes, and as the main result, we conclude that for some settings of the system parameters, the spread of the (harder to learn but more beneficial) skill B is only possible within a specific range of the mobility parameter. From a technical point of view, this paper presents the application of the PRESS–method (probability reduced evolution of spatially resolved species) that enables the study of spatial effects in a very efficient manner. We analyze the consequences of spatial organization and argue that we can study aspects of social dynamics in an infinite dimensional simplex space. In spite of this maybe daunting name, the dynamics on such a structure is comparably easy to implement. The model we present is far from reflecting all the details of human interaction. On the contrary, we deliberately tailored the model to be as simple as possible from a mathematical point of view (but still reflecting central properties of spatial organization). This approach is guided by physics, where seemingly simple models which obviously don’t reflect the true physical behavior of a system (such as the Ising model) are nevertheless suited to reveal fundamental aspects and limiting cases of the real world.
Departement: Life Sciences and Facility Management
School of Engineering
Organisational Unit: Institute of Applied Mathematics and Physics (IAMP)
Institute of Applied Simulation (IAS)
Publication type: Conference paper
DOI : 10.1162/isal_a_00182
ISBN: 978-0-262-35844-6
Appears in Collections:Publikationen School of Engineering

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