FRANCISCO
HERRERA TRIGUERO
CATEDRÁTICO DE UNIVERSIDAD
ISAAC
TRIGUERO VELÁZQUEZ
CONTRATO MARÍA ZAMBRANO SENIOR
Publicaciones en las que colabora con ISAAC TRIGUERO VELÁZQUEZ (46)
2025
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A Preliminary Study on Preprocessing the Semantic Space in Zero-Shot Learning
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2024
2020
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Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data
IEEE Transactions on Fuzzy Systems, Vol. 28, Núm. 5, pp. 874-886
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Redundancy and Complexity Metrics for Big Data Classification: Towards Smart Data
IEEE Access, Vol. 8, pp. 87918-87928
2019
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Guest Editorial: Computational Intelligence for Big Data Analytics
Cognitive Computation
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Instance reduction for one-class classification
Knowledge and Information Systems, Vol. 59, Núm. 3, pp. 601-628
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Transforming big data into smart data: An insight on the use of the k-nearest neighbors algorithm to obtain quality data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 9, Núm. 2
2018
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A Preliminary Study of the Feasibility of Global Evolutionary Feature Selection for Big Datasets under Apache Spark
2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings
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A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification
IEEE International Conference on Fuzzy Systems
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On the use of convolutional neural networks for robust classification of multiple fingerprint captures
International Journal of Intelligent Systems, Vol. 33, Núm. 1, pp. 213-230
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Un enfoque aproximado para acelerar el algoritmo de clasificación Fuzzy kNN para Big Data
XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2018): avances en Inteligencia Artificial. 23-26 de octubre de 2018 Granada, España
2017
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A first attempt on global evolutionary undersampling for imbalanced big data
2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings
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Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection
Knowledge-Based Systems, Vol. 126, pp. 91-103
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Exact fuzzy k-nearest neighbor classification for big datasets
IEEE International Conference on Fuzzy Systems
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KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining
International Journal of Computational Intelligence Systems, Vol. 10, Núm. 1, pp. 1238-1249
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kNN-IS: An Iterative Spark-based design of the k-Nearest Neighbors classifier for big data
Knowledge-Based Systems, Vol. 117, pp. 3-15
2016
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DPD-DFF: A dual phase distributed scheme with double fingerprint fusion for fast and accurate identification in large databases
Information Fusion, Vol. 32, pp. 40-51
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Evolutionary undersampling for extremely imbalanced big data classification under apache spark
2016 IEEE Congress on Evolutionary Computation, CEC 2016
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From Big Data to Smart Data with the K-Nearest Neighbours Algorithm
Proceedings - 2016 IEEE International Conference on Internet of Things; IEEE Green Computing and Communications; IEEE Cyber, Physical, and Social Computing; IEEE Smart Data, iThings-GreenCom-CPSCom-Smart Data 2016
2015
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A MapReduce-Based k-Nearest Neighbor Approach for Big Data Classification
Proceedings - 14th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, TrustCom 2015