A new proposal to speed up one-class projectionist techniques.

Jose Aveleira-Mata José Aveleira-Mata https://orcid.org/0000-0001-5439-0997

Álvaro Michelena Alejandro Vidal-Bralo Jose Aveleira-Mata Manuel G. Penedo José Luís Calvo-Rolle Esteban Jove A new proposal to speed up one-class projectionist techniques. 2026 34 Log. J. IGPL 1 https://doi.org/10.1093/jigpal/jzaf048 db/journals/igpl/igpl34.html#MichelenaVAPCJ26 streams/journals/igpl

María Teresa García-Ordás Jose Aveleira-Mata Isaías García-Rodríguez José Luís Casteleiro-Roca Martín Bayón-Gutiérrez Héctor Alaiz-Moretón Influence of Autoencoder Latent Space on Classifying IoT CoAP Attacks. 2026 February abs/2602.18598 CoRR https://doi.org/10.48550/arXiv.2602.18598 db/journals/corr/corr2602.html#abs-2602-18598 streams/journals/corr

María Teresa García-Ordás Jose Aveleira-Mata Isaías García-Rodríguez José Luís Casteleiro-Roca Martín Bayón-Gutiérrez Héctor Alaiz-Moretón Influence of autoencoder latent space on classifying IoT CoAP attacks. 2025 33 Log. J. IGPL 4 https://doi.org/10.1093/jigpal/jzae104 db/journals/igpl/igpl33.html#Garcia-OrdasAGC25

Martín Bayón-Gutiérrez María Teresa García-Ordás Héctor Alaiz-Moretón Jose Aveleira-Mata Sergio Rubio-Martín José Alberto Benítez-Andrades TEDNet: Twin Encoder Decoder Neural Network for 2D Camera and LiDAR Road Detection. 2025 33 Log. J. IGPL 5 https://doi.org/10.1093/jigpal/jzae048 db/journals/igpl/igpl33.html#Bayon-Gutierrez25

Diego Narciandi-Rodriguez Jose Aveleira-Mata María Teresa García-Ordás Javier Alfonso-Cendón Carmen Benavides Héctor Alaiz-Moretón A cybersecurity review in IoT 5G networks. 101478 2025 30 Internet Things https://doi.org/10.1016/j.iot.2024.101478 db/journals/iot/iot30.html#NarciandiRodriguezAGABA25 streams/journals/iot

Álvaro Michelena José Aveleira-Mata Agustín García-Fischer Diego Narciandi-Rodriguez José Luís Casteleiro-Roca Security in Constrained Application Protocol Networks: Evaluating Supervised Classification Techniques for DoS Attack Detection. 47-57 2025 DCAI (4) https://doi.org/10.1007/978-3-032-05504-0_5 conf/dcai/2025-4 db/conf/dcai/dcai2025-4.html#MichelenaAGNC25 Álvaro Michelena Jose Aveleira-Mata Marta-María Álvarez-Crespo Emilio Lima Bullones Agustín García-Fischer Carmen Benavides José Luís Calvo-Rolle Analyzing DoS Attacks on CoAP Networks Using Low-Dimensional Latent Representations. 143-153 2025 HAIS (1) https://doi.org/10.1007/978-3-032-08465-1_12 conf/hais/2025-1 db/conf/hais/hais2025-1.html#MichelenaAABGBC25 streams/conf/hais Diego Narciandi-Rodriguez Guillermo Martínez-Martínez Jose Aveleira-Mata Martín Bayón-Gutiérrez Javier Alfonso-Cendón Isaías García-Rodríguez Design and Capture of a 5G SA Traffic Dataset Under Jamming Conditions. 261-273 2025 IWANN (2) https://doi.org/10.1007/978-3-032-02728-3_21 conf/iwann/2025-2 db/conf/iwann/iwann2025-2.html#NarciandiRodriguezMABAG25 streams/conf/iwann

Álvaro Michelena José Aveleira-Mata Esteban Jove Martín Bayón-Gutiérrez Paulo Novais Oscar Fontenla-Romero José Luís Calvo-Rolle Héctor Alaiz-Moretón A novel intelligent approach for man-in-the-middle attacks detection over internet of things environments based on message queuing telemetry transport. 2024 February 41 Expert Syst. J. Knowl. Eng. 2 https://doi.org/10.1111/exsy.13263 db/journals/es/es41.html#MichelenaAJBNFCA24

Álvaro Michelena María Teresa García-Ordás José Aveleira-Mata David Yeregui Marcos del Blanco Míriam Timiraos Díaz Francisco Zayas-Gato Esteban Jove José Luís Casteleiro-Roca Héctor Quintián Héctor Alaiz-Moretón José Luís Calvo-Rolle Beta Hebbian Learning for intrusion detection in networks with MQTT Protocols for IoT devices. 352-365 2024 32 Log. J. IGPL 2 https://doi.org/10.1093/jigpal/jzae013 db/journals/igpl/igpl32.html#MichelenaGABDZJCQAC24

María Teresa García-Ordás David Yeregui Marcos del Blanco José Aveleira-Mata Francisco Zayas-Gato Esteban Jove José Luís Casteleiro-Roca Héctor Quintián José Luís Calvo-Rolle Héctor Alaiz-Moretón Clustering techniques performance comparison for predicting the battery state of charge: A hybrid model approach. 712-728 2024 32 Log. J. IGPL 4 https://doi.org/10.1093/jigpal/jzae021 db/journals/igpl/igpl32.html#Garcia-OrdasBAZ24

María Teresa García-Ordás José Alberto Benítez-Andrades Jose Aveleira-Mata José-Manuel Alija-Pérez Carmen Benavides Determining the severity of Parkinson's disease in patients using a multi task neural network. 6077-6092 2024 January 83 Multim. Tools Appl. 2 https://doi.org/10.1007/s11042-023-14932-x db/journals/mta/mta83.html#GarciaOrdasBAAB24

Lawrence Nforh Chesuh Álvaro Michelena Jose Aveleira-Mata María Teresa García-Ordás Francisco Zayas-Gato Esteban Jove Héctor Alaiz-Moretón DoS Attack Detection and Identification over Zigbee Environments Using Supervised Classification Algorithms. 337-347 2024 ISAmI https://doi.org/10.1007/978-3-031-83117-1_32 conf/isami/2024 db/conf/isami/isami2024.html#ChesuhMAGZJA24

Héctor Alaiz-Moretón Jose Aveleira-Mata Jorge Ondicol-Garcia Ángel Luis Muñoz Castañeda Isaías García 0001 Carmen Benavides Multiclass Classification Procedure for Detecting Attacks on MQTT-IoT Protocol. 2024 abs/2402.03270 CoRR https://doi.org/10.48550/arXiv.2402.03270 db/journals/corr/corr2402.html#abs-2402-03270

María Teresa García-Ordás José Alberto Benítez-Andrades Jose Aveleira-Mata José-Manuel Alija-Pérez Carmen Benavides Determining the severity of Parkinson's disease in patients using a multi task neural network. 2024 abs/2402.05491 CoRR https://doi.org/10.48550/arXiv.2402.05491 db/journals/corr/corr2402.html#abs-2402-05491

María Teresa García-Ordás Martín Bayón-Gutiérrez Carmen Benavides Jose Aveleira-Mata José Alberto Benítez-Andrades Heart disease risk prediction using deep learning techniques with feature augmentation. 2024 abs/2402.05495 CoRR https://doi.org/10.48550/arXiv.2402.05495 db/journals/corr/corr2402.html#abs-2402-05495

Martín Bayón-Gutiérrez María Teresa García-Ordás Héctor Alaiz-Moretón Jose Aveleira-Mata Sergio Rubio-Martín José Alberto Benítez-Andrades TEDNet: Twin Encoder Decoder Neural Network for 2D Camera and LiDAR Road Detection. 2024 abs/2405.08429 CoRR https://doi.org/10.48550/arXiv.2405.08429 db/journals/corr/corr2405.html#abs-2405-08429

Ángel Luis Muñoz Castañeda José Aveleira-Mata Héctor Alaiz-Moretón Characterization of threats in IoT from an MQTT protocol-oriented dataset. 2023 5281-5296 9 Complex Intell. Syst. 5 https://doi.org/10.1007/s40747-023-01000-y db/journals/comintsys/comintsys9.html#CastanedaAA23 streams/journals/comintsys

Álvaro Michelena Jose Aveleira-Mata Esteban Jove Héctor Alaiz-Moretón Héctor Quintián José Luís Calvo-Rolle Development of an Intelligent Classifier Model for Denial of Service Attack Detection. 33 2023 8 Int. J. Interact. Multim. Artif. Intell. 3 https://doi.org/10.9781/ijimai.2023.08.003 db/journals/ijimai/ijimai8.html#MichelenaAJAQC23

María Teresa García-Ordás Martín Bayón-Gutiérrez Carmen Benavides Jose Aveleira-Mata José Alberto Benítez-Andrades Heart disease risk prediction using deep learning techniques with feature augmentation. 31759-31773 2023 82 Multim. Tools Appl. 20 https://doi.org/10.1007/s11042-023-14817-z db/journals/mta/mta82.html#Garcia-OrdasBBA23

María Teresa García-Ordás Jose Aveleira-Mata Isaías García-Rodríguez Antonio Javier Díaz-Longueira José Luís Calvo-Rolle Héctor Alaiz-Moretón Impact of Autoencoder Latent Space on IoT CoAP Attack Categorization. 31-41 2023 DCAI (3) https://doi.org/10.1007/978-3-031-38616-9_4 conf/dcai/2023-3 db/conf/dcai/dcai2023-3.html#Garcia-OrdasAGD23 Álvaro Michelena Antonio Díaz-Longueira Míriam Timiraos Esteban Jove Jose Aveleira-Mata Isaías García-Rodríguez María Teresa García-Ordás José Luís Calvo-Rolle Héctor Alaiz-Moretón One-Class Reconstruction Methods for Categorizing DoS Attacks on CoAP. 3-14 2023 HAIS https://doi.org/10.1007/978-3-031-40725-3_1 conf/hais/2023 db/conf/hais/hais2023.html#MichelenaDTJAGGCA23 Míriam Timiraos Álvaro Michelena Antonio Díaz-Longueira Esteban Jove Jose Aveleira-Mata Isaías García-Rodríguez Martín Bayón-Gutiérrez Héctor Alaiz-Moretón José Luís Calvo-Rolle Categorization of CoAP DoS Attack Based on One-Class Boundary Methods. 112-121 2023 SOCO (1) https://doi.org/10.1007/978-3-031-42529-5_11 conf/softcomp/2023-1 db/conf/softcomp/soco2023-1.html#TimiraosMDJAGBA23

José Alberto Benítez-Andrades Álvaro González-Jiménez Álvaro López-Brea Jose Aveleira-Mata José-Manuel Alija-Pérez María Teresa García-Ordás Detecting racism and xenophobia using deep learning models on Twitter data: CNN, LSTM and BERT. e906 2022 8 PeerJ Comput. Sci. https://doi.org/10.7717/peerj-cs.906 https://www.wikidata.org/entity/Q112283497 db/journals/peerj-cs/peerj-cs8.html#Benitez-Andrades22

Álvaro Michelena José Aveleira-Mata Esteban Jove Héctor Alaiz-Moretón Héctor Quintián José Luís Calvo-Rolle Denial of Service Attack Detection Based on Feature Extraction and Supervised Techniques. 59-68 2022 DCAI (2) https://doi.org/10.1007/978-3-031-23210-7_6 conf/dcai/2022-2 db/conf/dcai/dcai2022-2.html#MichelanaAJAQC22 Martín Bayón-Gutiérrez José Alberto Benítez-Andrades Sergio Rubio-Martín Jose Aveleira-Mata Héctor Alaiz-Moretón María Teresa García-Ordás Roadway Detection Using Convolutional Neural Network Through Camera and LiDAR Data. 419-430 2022 HAIS https://doi.org/10.1007/978-3-031-15471-3_36 conf/hais/2022 db/conf/hais/hais2022.html#Bayon-Gutierrez22 Álvaro Michelena Grandío María Teresa García-Ordás David Yeregui Marcos del Blanco José Aveleira-Mata Francisco Zayas-Gato Esteban Jove José Luís Casteleiro-Roca Héctor Quintián Héctor Alaiz-Moretón José Luís Calvo-Rolle Beta Hebbian Learning for Intrusion Detection in Networks of IoT Devices. 23-32 2021 CISIS-ICEUTE https://doi.org/10.1007/978-3-030-87872-6_3 conf/cisis-spain/2021 db/conf/cisis-spain/cisis2021.html#GrandioGBAZJCQA21 José Aveleira-Mata Esteban Jove David Yeregui Marcos del Blanco María Teresa García-Ordás Francisco Zayas-Gato Álvaro Michelena José Luís Casteleiro-Roca Héctor Quintián Héctor Alaiz-Moretón José Luís Calvo-Rolle Detection of Denial of Service Attacks in an MQTT Environment Using a One-Class Approach. 84-93 2021 CISIS-ICEUTE https://doi.org/10.1007/978-3-030-87872-6_9 conf/cisis-spain/2021 db/conf/cisis-spain/cisis2021.html#Aveleira-MataJB21 María Teresa García-Ordás David Yeregui Marcos del Blanco José Aveleira-Mata Francisco Zayas-Gato Esteban Jove José Luís Casteleiro-Roca Héctor Quintián José Luís Calvo-Rolle Héctor Alaiz-Moretón Hybrid Model to Calculate the State of Charge of a Battery. 379-390 2021 HAIS https://doi.org/10.1007/978-3-030-86271-8_32 conf/hais/2021 db/conf/hais/hais2021.html#Garcia-OrdasBAZ21 José Alberto Benítez-Andrades Álvaro González-Jiménez Álvaro López-Brea Carmen Benavides Jose Aveleira-Mata José-Manuel Alija-Pérez María Teresa García-Ordás BERT Model-Based Approach for Detecting Racism and Xenophobia on Twitter Data. 148-158 2021 MTSR https://doi.org/10.1007/978-3-030-98876-0_13 conf/mtsr/2021 db/conf/mtsr/mtsr2021.html#Benitez-Andrades21 Esteban Jove Jose Aveleira-Mata Héctor Alaiz-Moretón José Luís Casteleiro-Roca David Yeregui Marcos del Blanco Francisco Zayas-Gato Héctor Quintián José Luís Calvo-Rolle Intrusion Detection System for MQTT Protocol Based on Intelligent One-Class Classifiers. 249-260 2021 SSCT https://doi.org/10.1007/978-3-030-78901-5_22 conf/ssct/2021 db/conf/ssct/ssct2021.html#JoveAACBZQC21 María Teresa García-Ordás Jose Aveleira-Mata José Luís Casteleiro-Roca José Luís Calvo-Rolle Carmen Benavides-Cuellar Héctor Alaiz-Moretón Autoencoder Latent Space Influence on IoT MQTT Attack Classification. 279-286 2020 IDEAL (2) https://doi.org/10.1007/978-3-030-62365-4_27 conf/ideal/2020-2 db/conf/ideal/ideal2020-2.html#Garcia-OrdasACC20 Jose Aveleira-Mata Armando Ibán-Sánchez María Teresa García-Ordás Isaías García-Rodríguez Héctor Alaiz-Moretón Review and Replication of CoAP and MQTT Attacks for Dataset Generation. 207-216 2020 Intelligent Environments (Workshops) https://doi.org/10.3233/AISE200043 conf/intenv/2020w db/conf/intenv/intenv2020w.html#Aveleira-MataIG20

Héctor Alaiz-Moretón Jose Aveleira-Mata Jorge Ondicol-Garcia Ángel Luis Muñoz Castañeda Isaías García 0001 Carmen Benavides Multiclass Classification Procedure for Detecting Attacks on MQTT-IoT Protocol. 6516253:1-6516253:11 2019 2019 Complex. https://doi.org/10.1155/2019/6516253 https://www.wikidata.org/entity/Q128117676 db/journals/complexity/complexity2019.html#Alaiz-MoretonAO19

Jose Aveleira-Mata Héctor Alaiz-Moretón Functional Prototype for Intrusion Detection System Oriented to Intelligent IoT Models. 179-186 2019 ISAmI https://doi.org/10.1007/978-3-030-24097-4_22 conf/isami/2019 db/conf/isami/isami2019.html#Aveleira-MataA19 Héctor Alaiz-Moretón Javier Alfonso-Cendón José-Manuel Alija-Pérez Marta-María Álvarez-Crespo Martín Bayón-Gutiérrez Carmen BenavidesCarmen Benavides-Cuellar José Alberto BenítezJosé Alberto Benítez-Andrades David Yeregui Marcos del Blanco Emilio Lima Bullones José Luís Calvo-Rolle Ángel Luis Muñoz Castañeda José Luís Casteleiro-Roca Lawrence Nforh Chesuh Antonio Díaz-LongueiraAntonio Javier Díaz-Longueira Oscar Fontenla-Romero Isaías García 0001Isaías García-Rodríguez Agustín García-Fischer María Teresa García-Ordás Álvaro González-Jiménez Álvaro Michelena GrandíoÁlvaro Michelena Armando Ibán-Sánchez Esteban Jove Álvaro López-Brea Guillermo Martínez-Martínez Diego Narciandi-Rodriguez Paulo Novais Jorge Ondicol-Garcia Manuel G. Penedo Héctor Quintián Sergio Rubio-Martín Míriam TimiraosMíriam Timiraos Díaz Alejandro Vidal-Bralo Francisco Zayas-Gato