Algoritmo Incremental de reglas de clasificación para la toma de decisiones basadas en distribuciones probabilísticas.
N. Mollá, A. Rabasa, J. Sánchez-Soriano, J. J. Rodríguez-Sala, A. Ferrándiz
La ciencia de datos es, ahora mismo, uno de los campos más prometedores dentro de la ciencia y la creación de modelos data-driven. Esta disciplina está relacionada con campos tan populares como la inteligencia artificial, el machine learning o el big data. Con la aparición de los flujos de datos o data streams, se presenta la posibilidad de dotar a dichos modelos de una cualidad incremental que actualice la base de conocimiento de manera continua. Con este objetivo diseñamos e implemetamos el algoritmo IDRA (Incremental Decision Rules Algorithm), que propone un nuevo método incremental basado en reglas de clasificación para el tradicional algoritmo ID3. Este método cuenta con una estructura de reglas especialmente diseñada para su implementación en sistemas de apoyo a la decisión (DSS) y ha resultado ser muy preciso y estable en experimentos computacionales utilizando tanto escenarios simulados como datos reales.
Keywords: minería de datos, data streams, clasificación, reglas
Scheduled
Invited Session Math-In. Industrial Applications II
June 8, 2022 4:00 PM
Auditorium
Other papers in the same session
V. Álvarez, S. Mazuelas Franco, J. A. Lozano
J. Navarro García, I. Martín de Diego, R. Rodríguez Fernández
J. C. Rella, J. M. Vilar, R. Cao
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6/8/22
Visit Alhambra
Tomorrow, Thursday, we will visit the Alhambra. 1. At 7:00 p.m., buses will start leaving from the door of the Hotel Granada Center (in front of the door of the Faculty of Sciences) 2. Upon arrival, groups with guides will be organized. 3. There will be groups in English language. These groups will wait at the destination until the arrival of all buses. 4. After the visit to the Alhambra we will walk to the Carmen de los Mártires to have a cocktail. 5. On the way back, we can go back by bus, which will leave from the same place where they left us at the Alhambra. 6. Although the way to the Alhambra by bus seems long, it really is close to the city. We invite you, whoever wishes, to go down for a pleasant walk. 7. Do not forget to take your Alhambra ticket and your identity card or passport. The document must be the same whose number matches the ticket number you have.
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5/31/22
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5/27/22
Gala Dinner
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5/23/22
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5/16/22
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