Application of the OWA Operator in Machine Learning Techniques and 2-Tuple Linguistic Model for Dynamic Decision-Making

Decision-making is a common process in human activities, ranging from simple daily choices like what to eat or wear to complex business or economic decisions that could affect an organization's success, financial stability, and market competitiveness. This process typically involves identifying...

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Detalles Bibliográficos
Autor: Shu, Ziwei
Tipo de recurso: tesis doctoral
Fecha de publicación:2025
País:España
Institución:Universidad Complutense de Madrid (UCM)
Repositorio:Docta Complutense
Idioma:inglés
OAI Identifier:oai:docta.ucm.es:20.500.14352/119326
Acceso en línea:https://hdl.handle.net/20.500.14352/119326
Access Level:acceso abierto
Palabra clave:65.012.123(043.2)
Toma de decisiones
Estadística
1209 Estadística
Descripción
Sumario:Decision-making is a common process in human activities, ranging from simple daily choices like what to eat or wear to complex business or economic decisions that could affect an organization's success, financial stability, and market competitiveness. This process typically involves identifying a goal, gathering relevant information about one or more criteria, and evaluating various alternatives based on the available information to choose the best one. Decisions can be made by individuals or groups, encompassing personal choices like selecting a hotel to stay in, as well as organizational decisions such as improving hotel amenities or implementing business restructuring strategies. Most decision-making scenarios involve multi-criteria decision-making (MCDM), which determines the best alternative by considering diverse criteria in the selection process. Aggregation, a crucial step in the MCDM problem, involves merging multi-criteria evaluations of alternatives into a single value to facilitate decision-making. In many MCDM problems, the effectiveness of this fusion process depends on selecting the right aggregation operators. Decision-makers' attitudes, such as their risk tolerance and level of demand, should be considered in the aggregation process to better facilitate their decision-making...