no code implementations • 28 Feb 2023 • Germán González-Almagro, Daniel Peralta, Eli de Poorter, José-Ramón Cano, Salvador García
To remedy this, this study presents in-detail the background of constrained clustering and provides a novel ranked taxonomy of the types of constraints that can be used in constrained clustering.
no code implementations • 25 Feb 2023 • Germán González-Almagro, Juan Luis Suárez, Pablo Sánchez-Bermejo, José-Ramón Cano, Salvador García
This study addresses the problem of performing clustering in the presence of two types of background knowledge: pairwise constraints and monotonicity constraints.
no code implementations • 17 Nov 2018 • José-Ramón Cano, Pedro Antonio Gutiérrez, Bartosz Krawczyk, Michał Woźniak, Salvador García
Currently, knowledge discovery in databases is an essential step to identify valid, novel and useful patterns for decision making.
no code implementations • 21 Oct 2018 • José-Ramón Cano, Julián Luengo, Salvador García
Changing the class labels of the data set (relabelling) is useful for this.