Designing Decision Trees for Representing Sustainable Behaviours in Agents

Autor:	J. G. Polhill, Amparo Alonso-Betanzos, Oscar Fontenla-Romero, Tony Craig, Noelia Sánchez-Maroño
Rok vydání:	2015
Předmět:	Activities of daily living Discretization Generalization Computer science Management science Decision tree Environmental impact assessment Feature selection Sustainability organizations Daily routine
Zdroj:	Advances in Intelligent Systems and Computing ISBN: 9783319196282 PAAMS (Special Sessions)
DOI:	10.1007/978-3-319-19629-9_19
Popis:	Decisions made by workers in their daily routine have an environmental impact. The LOCAW project has analyzed the drivers and barriers for an employee to choose a particular option in large organizations. In this project, Agent-Based Models (ABM) seek to clarify interactions among relevant actors and provide insights into the necessary conditions to achieve more sustainable organizations. For theoretical and practical reasons, it was considered to use decision trees to represent the internal behavior of the agents in the model. This paper focuses on how to improve the generalization capabilities of these decision trees using feature selection and discretization techniques. The application of these techniques is intended to obtain simpler decision trees, but more accurate. Experimental results of three daily activities support the adequacy of the approach presented.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::f0db749b863940e5ae640cf8059872ff https://doi.org/10.1007/978-3-319-19629-9_19 Zobrazit plný text záznamu