Ponencia
FABIOLA: Towards the resolution of constraint optimization problems in big data environment
Autor/es | Parody Núñez, María Luisa
Varela Vaca, Ángel Jesús Gómez López, María Teresa Martínez Gasca, Rafael |
Departamento | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos |
Fecha de publicación | 2017 |
Fecha de depósito | 2022-11-16 |
Publicado en |
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ISBN/ISSN | 978-9963-2288-3-6 |
Resumen | The optimization problems can be found in several examples within companies, such as the
minimization of the production costs, the faults produced, or the maximization of customer
loyalty. The resolution of them is a ... The optimization problems can be found in several examples within companies, such as the minimization of the production costs, the faults produced, or the maximization of customer loyalty. The resolution of them is a challenge that entails an extra effort. In addition, many of today’s enterprises are encountering the Big Data problems added to these optimization problems. Unfortunately, to tackle this challenge by medium and small companies is extremely difficult or even impossible. In this paper, we propose a framework that isolates companies from how the optimization problems are solved. More specifically, we solve optimization problems where the data is heterogeneous, distributed and of a huge volume. FABIOLA (FAst BIg cOstraint LAb) framework enables to describe the distributed and structured data used in optimization problems that can be parallelized (the variables are not shared between the various optimization problems), and obtains a solution using Constraint Programming Techniques |
Agencias financiadoras | Ministerio de Ciencia Y Tecnología (MCYT). España |
Identificador del proyecto | TIN2015-63502-C3-2-R |
Cita | Parody Núñez, M.L., Varela Vaca, Á.J., Gómez López, M.T. y Martínez Gasca, R. (2017). FABIOLA: Towards the resolution of constraint optimization problems in big data environment. En ISD 2017: 26th International Conference on Information Systems Development (1-11), Larnaca, Cyprus: Association for Information Systems (AIS). |
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