GONZÁLEZ, MABEL, BERGMEIR, CHRISTOPH, TRIGUERO, ISAAC, RODR'IGUEZ, YANET and BEN'ITEZ, JOSÉ M., 2017. Self-labeling techniques for semi-supervised time series classification: an empirical study Knowledge and Information Systems. G. P. FIGUEREDO, I. TRIGUERO, M. MESGARPOUR, A. M. GUERRA, J. M. GARIBALDI and R. I. JOHN, 2017. An Immune-Inspired Technique to Identify Heavy Goods Vehicles Incident Hot Spots IEEE Transactions on Emerging Topics in Computational Intelligence. 1(4), 248-258 I. TRIGUERO, G. P. FIGUEREDO, M. MESGARPOUR, J. M. GARIBALDI and R. I. JOHN, 2017. Vehicle incident hot spots identification: an approach for big data In: 2017 IEEE International Conference on Big Data Science and Engineering (IEEE BigDataSE).
GONZALEZ, MABEL, BERGMEIR, CHRISTOPH, TRIGUERO, ISAAC, RODRIGUEZ, YANET and BENITEZ, JOSE M., 2016. On the stopping criteria for k-Nearest Neighbor in positive unlabeled time series classification problems INFORMATION SCIENCES. 328, 42-59 PERALTA, DANIEL, TRIGUERO, ISAAC, GARCIA, SALVADOR, HERRERA, FRANCISCO and BENITEZ, JOSE M., 2016. DPD-DFF: A dual phase distributed scheme with double fingerprint fusion for fast and accurate identification in large databases INFORMATION FUSION. 32, 40-51 J. MAILLO, S. RAMIREZ, I. TRIGUERO and F. HERRERA, 2016. kNN-IS: An Iterative Spark-based design of the k-Nearest Neighbors classifier for big data Knowledge-Based Systems. (In Press.)
PERALTA, DANIEL, GALAR, MIKEL, TRIGUERO, ISAAC, PATERNAIN, DANIEL, GARCIA, SALVADOR, BARRENECHEA, EDURNE, BENITEZ, JOSE M., BUSTINCE, HUMBERTO and HERRERA, FRANCISCO, 2015. A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation INFORMATION SCIENCES. 315, 67-87 TRIGUERO, ISAAC, DEL RIO, SARA, LOPEZ, VICTORIA, BACARDIT, JAUME, BENITEZ, JOSE M. and HERRERA, FRANCISCO, 2015. ROSEFW-RF: The winner algorithm for the ECBDL'14 big data competition: An extremely imbalanced big data bioinformatics problem KNOWLEDGE-BASED SYSTEMS. 87, 69-79 GALAR, MIKE, DERRAC, JOAQUIN, PERALTA, DANIEL, TRIGUERO, ISAAC, PATERNAIN, DANIEL, LOPEZ-MOLINA, CARLOS, GARCIA, SALVADOR, BENITEZ, JOSE M., PAGOLA, MIGUEL, BARRENECHE, EDURNE, BUSTINCE, HUMBERTO and HERRERA, FRANCISCO B, 2015. A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal KNOWLEDGE-BASED SYSTEMS. 81, 98-116 TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2015. SEG-SSC: A Framework Based on Synthetic Examples Generation for Self-Labeled Semi-Supervised Classification IEEE TRANSACTIONS ON CYBERNETICS. 45(4), 622-634 GALAR, MIKEL, DERRAC, JOAQUIN, PERALTA, DANIEL, TRIGUERO, ISAAC, PATERNAIN, DANIEL, LOPEZ-MOLINA, CARLOS, GARCIA, SALVADOR, BENITEZ, JOSE M., PAGOLA, MIGUEL, BARRENECHEA, EDURNE, BUSTINCE, HUMBERTO and HERRERA, FRANCISCO, 2015. A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models KNOWLEDGE-BASED SYSTEMS. 81, 76-97 TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2015. Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study KNOWLEDGE AND INFORMATION SYSTEMS. 42(2), 245-284 PERALTA, DANIEL, DEL RIO, SARA, RAMIREZ-GALLEGO, SERGIO, TRIGUERO, ISAAC, BENITEZ, JOSEM. and HERRERA, FRANCISCO, 2015. Evolutionary Feature Selection for Big Data Classification: A MapReduce Approach MATHEMATICAL PROBLEMS IN ENGINEERING. TRIGUERO, ISAAC, PERALTA, DANIEL, BACARDIT, JAUME, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2015. MRPR: A Map Reduce solution for prototype reduction in big data classification NEUROCOMPUTING. 150, 331-345 PERALTA, D., TRIGUERO, I., SANCHEZ-REILLO, R., HERRERA, F. and BENITEZ, J. M., 2014. Fast fingerprint identification for large databases PATTERN RECOGNITION. 47(2), 588-602 TRIGUERO, ISAAC, SAEZ, JOSE A., LUENGO, JULIAN, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2014. On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification NEUROCOMPUTING. 132, 30-41 TRIGUERO, ISAAC, PERALTA, DANIEL, BACARDIT, JAUME, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2014. A Combined MapReduce-Windowing Two-Level Parallel Scheme for Evolutionary Prototype Generation 2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC). 3036-3043
KRAWCZYK, BARTOSZ, TRIGUERO, ISAAC, GARCIA, SALVADOR, WOZNIAK, MICHAL and HERRERA, FRANCISCO, 2014. A First Attempt on Evolutionary Prototype Reduction for Nearest Neighbor One-Class Classification 2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC). 747-753
PERALTA, DANIEL, GALAR, MIKEL, TRIGUERO, ISAAC, MIGUEL-HURTADO, OSCAR, BENITEZ, JOSE M. and HERRERA, FRANCISCO, 2014. Minutiae filtering to improve both efficacy and efficiency of fingerprint matching algorithms ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 32, 37-53 GOMEZ-LORENTE, DANIEL, TRIGUERO, ISAAC, GIL, CONSOLACION and RABAZA, O., 2014. Multi-objective evolutionary algorithms for the design of grid-connected solar tracking systems INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS. 61, 371-379 LOPEZ, VICTORIA, TRIGUERO, ISAAC, CARMONA, CRISTOBAL J., GARCIA, SALVADOR and HERRERA, FRANCISCO, 2014. Addressing imbalanced classification with instance generation techniques: IPADE-ID NEUROCOMPUTING. 126, 15-28 TRIGUERO, ISAAC, DERRAC, JOAQUIN, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2012. Integrating a differential evolution feature weighting scheme into prototype generation NEUROCOMPUTING. 97, 332-343 DERRAC, JOAQUIN, TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2012. A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PT II. 7209, 176-187
DERRAC, JOAQUIN, TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2012. Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. 42(5), 1383-1397 TRIGUERO, ISAAC, DERRAC, JOAQUIN, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2012. A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. 42(1), 86-100 GARCIA, SALVADOR, DERRAC, JOAQUIN, TRIGUERO, ISAAC, CARMONA, CRISTOBAL J. and HERRERA, FRANCISCO, 2012. Evolutionary-based selection of generalized instances for imbalanced classification KNOWLEDGE-BASED SYSTEMS. 25(1), 3-12 BERGMEIR, CHRISTOPH, TRIGUERO, ISAAC, MOLINA, DANIEL, LUIS AZNARTE, JOSE and MANUEL BENITEZ, JOSE, 2012. Time Series Modeling and Forecasting Using Memetic Algorithms for Regime-Switching Models IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 23(11), 1841-1847 GOMEZ-LORENTE, DANIEL, TRIGUERO, ISAAC, GIL, CONSOLACION and ESPIN ESTRELLA, A., 2012. Evolutionary algorithms for the design of grid-connected PV-systems EXPERT SYSTEMS WITH APPLICATIONS. 39(9), 8086-8094 BERGMEIR, CHRISTOPH, TRIGUERO, ISAAC, VELASCO, FRANCISCO and MANUEL BENITEZ, JOSE, 2012. Optimization of Neuro-Coefficient Smooth Transition Autoregressive Models Using Differential Evolution HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PT I. 7208, 464-473
TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2011. Enhancing IPADE Algorithm with a Different Individual Codification HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PART II. 6679, 262-270
TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2010. IPADE: Iterative Prototype Adjustment for Nearest Neighbor Classification IEEE TRANSACTIONS ON NEURAL NETWORKS. 21(12), 1984-1990 GARCIA, SALVADOR, DERRAC, JOAQUIN, TRIGUERO, ISAAC, CARMONA, CRISTOBAL and HERRERA, FRANCISCO, 2010. Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification TRENDS IN APPLIED INTELLIGENT SYSTEMS, PT I, PROCEEDINGS. 6096, 601-610
TRIGUERO, ISAAC, GARCIA, SALVADOR and HERRERA, FRANCISCO, 2010. A preliminary study on the use of differential evolution for adjusting the position of examples in nearest neighbor classification 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC).