Publications by the researcher in collaboration with Germán González Almagro (11)

2025

  1. Semi-supervised constrained clustering: an in-depth overview, ranked taxonomy and future research directions

    Artificial Intelligence Review, Vol. 58, Núm. 5

2024

  1. Semi-supervised clustering with two types of background knowledge: Fusing pairwise constraints and monotonicity constraints

    Information Fusion, Vol. 102

2023

  1. Constrained Clustering: Taxonomy, New Optimization Models, and Hybridizations with Singular Problems of Machine Learning

    Constrained Clustering: Taxonomy, New Optimization Models, and Hybridizations with Singular Problems of Machine Learning

2022

  1. 3SHACC: Three stages hybrid agglomerative constrained clustering

    Neurocomputing, Vol. 490, pp. 441-461

  2. Monotonic Constrained Clustering: A First Approach

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2021

  1. Decomposition-Fusion for Label Distribution Learning

    Information Fusion, Vol. 66, pp. 64-75

  2. Enhancing instance-level constrained clustering through differential evolution

    Applied Soft Computing, Vol. 108

  3. ME-MEOA/DCC: Multiobjective constrained clustering through decomposition-based memetic elitism

    Swarm and Evolutionary Computation, Vol. 66

2020

  1. Agglomerative Constrained Clustering Through Similarity and Distance Recalculation

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. DILS: Constrained clustering through dual iterative local search

    Computers and Operations Research, Vol. 121

  3. Improving constrained clustering via decomposition-based multiobjective optimization with memetic elitism

    GECCO 2020 - Proceedings of the 2020 Genetic and Evolutionary Computation Conference