2024-03-29T06:42:25Zhttps://gredos.usal.es/oai/requestoai:gredos.usal.es:10366/1494202022-05-06T02:01:52Zcom_10366_4756com_10366_4746com_10366_3823com_10366_4074com_10366_4055com_10366_3946com_10366_143088com_10366_123103col_10366_68518col_10366_4082col_10366_143116
Vicente Galindo, María Purificación
2635
600
Phillis, Yannis
45d02e4d-4e55-4722-844b-4886e9ab5122
600
Romero Cañizares, José Fernando
363c1425-0722-45b7-8eb9-518cb4d52518
600
2022-05-03T08:04:35Z
2022-05-03T08:04:35Z
2021
http://hdl.handle.net/10366/149420
10.14201/gredos.149420
[ES] Sustainable development goals are now the agreed criteria to monitor states, and this work will demonstrate that numerical and graphical methods are valuable tools in assessing progress. Fuzzy Logic is a reliable procedure for transforming human qualitative knowledge into quantitative variables that can be used in the reasoning of the type “if, then” to obtain answers pertaining to sustainability assessment. Applications of machine learning techniques and artificial intelligence procedures span almost all fields of science. Here, for the first-time, unsupervised machine learning is applied to sustainability assessment, combining numerical approaches with graphical procedures to analyze global sustainability.
CD HJ-Biplots to portray graphically the sustainability position of a large number of countries are a useful complement to mathematical models of sustainability. Graphical information could be useful to planners it shows directly how countries are grouped according to the most related sustainability indicators. Thus, planners can prioritize social, environmental, and economic policies and make the most effective decisions. One could graphically observe the dynamic evolution of sustainability worldwide over time with a graphical approach used to draw relevant conclusions. In an era of climate change, species extinction, poverty, and environmental migration, such observations could aid political decision-making regarding the future of our planet. A large number of countries remain in the areas of moderate or low sustainability.
Fuzzy logic has proven to be an uncontested numerical method as it occurs with SAFE. An unsupervised learning method called Variational Autoencoder interplay Graphical Analysis (VEA&GA) has been proposed, to support sustainability performance with appropriate training data. The promising results show that this can be a sound alternative to assess sustainability, extrapolating its applications to other kinds of problems at different levels of analysis (continents, regions, cities, etc.) further corroborating the effectiveness of the unsupervised training methods.
eng
Attribution-NonCommercial-NoDerivatives 4.0 Internacional
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
Tesis y disertaciones académicas
Universidad de Salamanca (España)
Tesis Doctoral
Academic dissertations
Lógica difusa
Minería de datos
12 Matemáticas
1209.09 Análisis Multivariante
1203.04 Inteligencia Artificial
1209.12 Técnicas de Asociación Estadística
A sustainability approach using fuzzy logic and data mining
Un enfoque de sustentabilidad utilizando lógica difusa y minería de datos
info:eu-repo/semantics/doctoralThesis
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Gestión del Repositorio Documental de la Universidad de Salamanca
oca@usal.es
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