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ARTIFICIAL INTELLIGENCE MODEL TO ANALYZE SUSTAINABILITY MANAGEMENT OF MARITIME PORTS

JANUARY 2018   -  Volume: 93 -  Pages: 67-74

DOI:

https://doi.org/10.6036/8508

Authors:

BEATRIZ MOLINA SERRANO - NICOLETA GONZALEZ CANCELAS - FRANCISCO SOLER FLORES

Disciplines:

  • INFORMATION TECHNOLOGY AND KNOWLEDGE (INTELIGENCIA ARTIFICIAL Y SIMULACION )

Downloads:   87

Cites in Web of Science:  7

How to cite this paper:  
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Received Date :   28 June 2017

Reviewing Date :   29 June 2017

Accepted Date :   2 October 2017


Key words:
inteligencia artificial, redes bayesianas, inferencia, gestión portuaria, sostenibilidad, artificial intelligence, Bayesian networks, inference, port management, sustainability
Article type:
ARTICULO DE INVESTIGACION / RESEARCH ARTICLE
Section:
RESEARCH ARTICLES

The present study exposes a methodology inspired by artificial intelligence models, consisting of the inference for the analysis of the management of the sustainability of the Spanish port system using Bayesian models. A decision-making tool has been obtained.
This study works at the same time the four dimensions of sustainability, similar to Puertos del Estado. So, the study was based on the variables of port sustainability from the annual sustainability reports of Puertos del Estado. From them a probabilistic model was constructed in a directed acyclic graph that represents these variables and their conditional dependencies through a Bayesian network..
As uncertainty and imprecision are associated with the reasoning processes, Bayesian methods, such as the inference used in the research, are among the methods of approximate reasoning. Thus, the study was based on the variables of port sustainability from the annual sustainability reports of Puertos del Estado. From them a probabilistic model was constructed in a directed acyclic graph that represents these variables and their conditional dependencies through a Bayesian network
The obtained results showed that, from the network structure obtained, this network can be used for the prediction of the class value of any variable to be classified. Key Words: artificial intelligence, Bayesian networks, inference, port management, sustainability.

Key words: artificial intelligence, Bayesian networks, inference, port management, sustainability

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