An Agent-Based Model for Simulating Environmental Behavior in an Educational Organization
| Autor: | Amparo Alonso-Betanzos, Ricardo García-Mira, Tony Craig, Oscar Fontenla-Romero, Noelia Sánchez-Maroño, J. G. Polhill, Adina Dumitru, C. Brinquis-Núñez |
|---|---|
| Rok vydání: | 2014 |
| Předmět: |
Agent-based model
Social network Computer Networks and Communications business.industry Computer science Management science General Neuroscience Decision tree Computational intelligence Decision rule Interpersonal relationship Artificial Intelligence business Software Backcasting Decision-making models |
| Zdroj: | Neural Processing Letters. 42:89-118 |
| ISSN: | 1573-773X 1370-4621 |
| DOI: | 10.1007/s11063-014-9390-5 |
| Popis: | Agent-based modeling (ABM) is an increasingly popular technique for modeling organizations or societies. In this paper, an ABM of environmental decisions in an academic organization is devised. The decision-making model for the agents and the social network have been constructed using data obtained by responses of individuals of the organization to a questionnaire. As the number of responses is relatively small while the number of variables measured is relatively high, and obtained decision rules should be explicit, decision trees were selected to generate the decision-making model after applying different techniques to properly preprocess the data set. Regarding the social network, two networks working in parallel were developed: the hierarchical relationships, or vertical network, and the relations of friendship and companionship, or horizontal network. After that, the effects of different policies derived from the scenarios obtained from backcasting workshops were tested, with the intention of investigating how to make policies more effective. The results obtained for the academic organization are presented. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|
Full text from SpringerLink