no code implementations • 24 Feb 2023 • Iztok Fister Jr., Iztok Fister, Dušan Fister, Vili Podgorelec, Sancho Salcedo-Sanz
Association rule mining is intended for searching for the relationships between attributes in transaction databases.
no code implementations • 7 Dec 2022 • Iztok Fister Jr., Dušan Fister, Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz
However, little attention has been paid to the time series numerical association rule mining, which offers a new technique for extracting association rules from time series data.
1 code implementation • 30 Nov 2022 • Jorge Pérez-Aracil, Carlos Camacho-Gómez, Eugenio Lorente-Ramos, Cosmin M. Marina, Sancho Salcedo-Sanz
In this paper we propose new probabilistic and dynamic (adaptive) strategies to create multi-method ensembles based on the Coral Reefs Optimization with Substrate Layers (CRO-SL) algorithm.
no code implementations • 29 Sep 2022 • Dušan Fister, Jorge Pérez-Aracil, César Peláez-Rodríguez, Javier Del Ser, Sancho Salcedo-Sanz
The analysis carried out this work is based on Reanalysis data, which are first processed by a correlation analysis among different prediction variables and the target (average air temperature in August first and second fortnights).
no code implementations • 3 Jun 2022 • Sancho Salcedo-Sanz, Jorge Pérez-Aracil, Guido Ascenso, Javier Del Ser, David Casillas-Pérez, Christopher Kadow, Dusan Fister, David Barriopedro, Ricardo García-Herrera, Marcello Restelli, Mateo Giuliani, Andrea Castelletti
The accurate prediction, characterization, and attribution of atmospheric EEs is therefore a key research field, in which many groups are currently working by applying different methodologies and computational tools.
no code implementations • 26 Mar 2021 • Javier Del Ser, David Casillas-Perez, Laura Cornejo-Bueno, Luis Prieto-Godino, Julia Sanz-Justo, Carlos Casanova-Mateo, Sancho Salcedo-Sanz
In this paper we review the most important characteristics of randomization-based machine learning approaches and their application to renewable energy prediction problems.
no code implementations • 24 Mar 2019 • Maria Perez-Ortiz, Pedro A. Gutierrez, Peter Tino, Carlos Casanova-Mateo, Sancho Salcedo-Sanz
Weather and atmospheric patterns are often persistent.