Directorio
DAVID GUTIERREZ AVILES
Categoría
Profesor Permanente Laboral - Mod. PCD
Contacto
Correo electrónico
Departamento
Área
Lenguajes y Sistema Informáticos
Docencia
Asignaturas que imparte
Investigación
Grupo de investigación
DATA SCIENCE & BIG DATA LAB (DS&BD)
Proyectos y contratos de investigación
Plataforma digital de Servicios de Logística Portuaria DIGITAL PORT (Investigador/a)
Plataforma wearable para el diagnóstico temprano de trastornos emocionales y agudizaciones en pacientes con enfermedades crónicas mediante el uso de I (P001-21/E22 - Investigador/a)
IA + IoT para la construcción de Servicios de Hogar Inteligente II (P011-21/E22 - Investigador/a)
Modelos Avanzados para el Análisis Inteligente de Información. Aplicación a Datos Biomédicos y Medioambientales. (P11-TIC-7528 - Investigador/a)
Capítulos en Libros
Gutiérrez-avilés, David;Rubio-Escudero, Cristina:
TRIQ: A Comprehensive Evaluation Measure for Triclustering Algorithms. Pág. 673-684. En: 9648. Springer. Springer. 2016.
TRIQ: A Comprehensive Evaluation Measure for Triclustering Algorithms. Pág. 673-684. En: 9648. Springer. Springer. 2016.
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Riquelme-Santos, José Cristóbal:
Unravelling the Yeast Cell Cycle Using the TriGen Algorithm. Pág. 155-163. En: 7023. Springer. Springer. 2011.
Unravelling the Yeast Cell Cycle Using the TriGen Algorithm. Pág. 155-163. En: 7023. Springer. Springer. 2011.
Asistencia a congresos
Melgar-garcía, Laura;Troncoso-garcía, Ángela R.;Gutiérrez-avilés, David;Torres-maldonado, José F.;Troncoso-Lora, Alicia:
Explainable Artificial Intelligence for Education: A Real Case of a University Subject Switched to Python. Comunicación en congreso. ICEUTE 14th International Conference on European Transnational Educational. Salamanca. 2023
Explainable Artificial Intelligence for Education: A Real Case of a University Subject Switched to Python. Comunicación en congreso. ICEUTE 14th International Conference on European Transnational Educational. Salamanca. 2023
Melgar-garcía, Laura;Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia:
Nearest neighbors with incremental learning for real-time forecasting of electricity demand. Comunicación en congreso. IEEE International Conference on Data Mining Workshops. Orlando. 2022
Nearest neighbors with incremental learning for real-time forecasting of electricity demand. Comunicación en congreso. IEEE International Conference on Data Mining Workshops. Orlando. 2022
Melgar-garcía, Laura;Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia:
Nearest neighbours-based forecasting for electricity demand time series in streaming. Comunicación en congreso. XIX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA). Málaga. 2021
Nearest neighbours-based forecasting for electricity demand time series in streaming. Comunicación en congreso. XIX Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA). Málaga. 2021
Luna, José María;Manuel Carranza-García;Gutiérrez-avilés, David;Riquelme-Santos, José Cristóbal:
Study Case of Household Electricity Consumption Patterns in London by Clustering Methodology. Ponencia en Congreso. 16th International Conference on Soft Computing Models in Industrial and Environmental Applications. Bilba. 2021
Study Case of Household Electricity Consumption Patterns in London by Clustering Methodology. Ponencia en Congreso. 16th International Conference on Soft Computing Models in Industrial and Environmental Applications. Bilba. 2021
Melgar-garcía, Laura;Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia:
High-content screening images streaming analysis using the STriGen methodology. Comunicación en congreso. ACM Symposium on Applied Computing. Brno. 2020
High-content screening images streaming analysis using the STriGen methodology. Comunicación en congreso. ACM Symposium on Applied Computing. Brno. 2020
Torres, José Francisco;Gutiérrez-avilés, David;Troncoso-Lora, Alicia;Martínez-Álvarez, Francisco:
Random Hyper-Parameter Search-Based Deep Neural Network for Power Consumption Forecasting. Comunicación en congreso. 15th International Work-Conference on Artificial Neural Networks (IWANN 2019). Gran Canarias, Islas Canarias (Spain). 2019
Random Hyper-Parameter Search-Based Deep Neural Network for Power Consumption Forecasting. Comunicación en congreso. 15th International Work-Conference on Artificial Neural Networks (IWANN 2019). Gran Canarias, Islas Canarias (Spain). 2019
Fernández-gómez, Antonio Manuel;Gutiérrez-avilés, David;Troncoso-Lora, Alicia;Martínez-Álvarez, Francisco:
Real-Time Big Data Analytics in Smart Cities from LoRa-based IoT Networks. Comunicación en congreso. 14th International Conference on Soft Computing Models in Industrial and Environmental Applications. Sevilla. 2019
Real-Time Big Data Analytics in Smart Cities from LoRa-based IoT Networks. Comunicación en congreso. 14th International Conference on Soft Computing Models in Industrial and Environmental Applications. Sevilla. 2019
Gutiérrez-avilés, David;Martínez-Álvarez, Francisco;Troncoso-Lora, Alicia;Arcos Vargas, Ángel;Riquelme-Santos, José Cristóbal:
SmartFD: A Real Big Data Application for Electrical Fraud Detection. Comunicación en congreso. Hybrid Artificial Intelligent Systems. Oviedo. 2018
SmartFD: A Real Big Data Application for Electrical Fraud Detection. Comunicación en congreso. Hybrid Artificial Intelligent Systems. Oviedo. 2018
Gutiérrez-avilés, David;Rubio-Escudero, Cristina:
LSL: A new measure to evaluate triclusters. Comunicación en congreso. Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM). . 2014
LSL: A new measure to evaluate triclusters. Comunicación en congreso. Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine (BIBM). . 2014
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Martínez-Álvarez, Francisco;Riquelme-Santos, José Cristóbal:
Finding motifs in DNA sequences. Comunicación en congreso. Congreso Español Sobre Tecnologías y Lógica Fuzzy . Valladolid. 2012
Finding motifs in DNA sequences. Comunicación en congreso. Congreso Español Sobre Tecnologías y Lógica Fuzzy . Valladolid. 2012
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Riquelme-Santos, José Cristóbal:
Triclustering on temporary microarray data using the TriGen algorithm. Comunicación en congreso. 11th International Conference on Intelligent Systems Design and Applications . CORDOBA, ESPAÑA. 2011
Triclustering on temporary microarray data using the TriGen algorithm. Comunicación en congreso. 11th International Conference on Intelligent Systems Design and Applications . CORDOBA, ESPAÑA. 2011
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Riquelme-Santos, José Cristóbal:
Revisiting the Yeast Cell Cycle Using the TriGen Algorithm. Comunicación en congreso. Third World Congress on Nature and Biologically Inspired Computing. SALAMANCA, ESPAÑA. 2011
Revisiting the Yeast Cell Cycle Using the TriGen Algorithm. Comunicación en congreso. Third World Congress on Nature and Biologically Inspired Computing. SALAMANCA, ESPAÑA. 2011
Artículos publicados
Fernández, Antonio M.;Gutiérrez-avilés, David;Troncoso-Lora, Alicia;Martínez-Álvarez, Francisco:
A new Apache Spark-based framework for big data streaming forecasting in IoT networks . Journal of Supercomputing. 2023. Vol: 79. Pág. 11078-11100. https://doi.org/10.1007/s11227-023-05100-x.
A new Apache Spark-based framework for big data streaming forecasting in IoT networks . Journal of Supercomputing. 2023. Vol: 79. Pág. 11078-11100. https://doi.org/10.1007/s11227-023-05100-x.
Melgar-garcía, Laura;Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia:
A novel distributed forecasting method based on information fusion and incremental learning for streaming time series. Information Fusion. 2023. Vol: 95. Pág. 163-173. https://doi.org/10.1016/j.inffus.2023.02.023.
A novel distributed forecasting method based on information fusion and incremental learning for streaming time series. Information Fusion. 2023. Vol: 95. Pág. 163-173. https://doi.org/10.1016/j.inffus.2023.02.023.
Torres, José Francisco;Gutiérrez-avilés, David;Martínez-Álvarez, Francisco;Bui, Dieu Tien:
Deformation forecasting of a hydropower dam by hybridizing a Long Short-Term Memory deep learning network with the Coronavirus Optimization Algorithm. Computer-Aided Civil and Infrastructure Engineering. 2022. Vol: 37. Núm: 11. Pág. 1368-1386. https://doi.org/10.1111/mice.12810.
Deformation forecasting of a hydropower dam by hybridizing a Long Short-Term Memory deep learning network with the Coronavirus Optimization Algorithm. Computer-Aided Civil and Infrastructure Engineering. 2022. Vol: 37. Núm: 11. Pág. 1368-1386. https://doi.org/10.1111/mice.12810.
Lara, Pedro;Manuel Carranza-García;Gutiérrez-avilés, David;Riquelme-Santos, José Cristóbal:
Data streams classification using deep learning under different speeds and drifts. Interest Group in Pure and Applied Logics. Logic Journal. 2022. https://doi.org/10.1093/jigpal/jzac033.
Data streams classification using deep learning under different speeds and drifts. Interest Group in Pure and Applied Logics. Logic Journal. 2022. https://doi.org/10.1093/jigpal/jzac033.
Melgar-garcía, Laura;Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia:
Discovering three-dimensional patterns in real-time from data streams: An online triclustering approach. Information Sciences. 2021. Vol: 558. Pág. 174-193. https://doi.org/10.1016/j.ins.2020.12.089.
Discovering three-dimensional patterns in real-time from data streams: An online triclustering approach. Information Sciences. 2021. Vol: 558. Pág. 174-193. https://doi.org/10.1016/j.ins.2020.12.089.
Amaro-Mellado, José-Lázaro;Melgar-garcía, Laura;Rubio-Escudero, Cristina;Gutiérrez-avilés, David:
Generating a seismogenic source zone model for the Pyrenees: A GIS-assisted triclustering approach. Computers & Geosciences. 2021. Vol: 150. 10.1016/j.cageo.2021.104736.
Generating a seismogenic source zone model for the Pyrenees: A GIS-assisted triclustering approach. Computers & Geosciences. 2021. Vol: 150. 10.1016/j.cageo.2021.104736.
Martínez-Álvarez, Francisco;Asencio-Cortes, Gualberto;Torres, José Francisco;Gutiérrez-avilés, David;Melgar-garcía, Laura;Pérez , Rubén ;Rubio-Escudero, Cristina;Troncoso-Lora, Alicia;Riquelme-Santos, José Cristóbal:
Coronavirus Optimization Algorithm: A bioinspired metaheuristic based on the COVID-19 propagation model. Big Data. 2020. Vol: 8. Núm: 4. Pág. 308-322. https://doi.org/10.1089/big.2020.0051.
Coronavirus Optimization Algorithm: A bioinspired metaheuristic based on the COVID-19 propagation model. Big Data. 2020. Vol: 8. Núm: 4. Pág. 308-322. https://doi.org/10.1089/big.2020.0051.
Gutiérrez-avilés, David;Troncoso-Lora, Alicia;Martínez-Álvarez, Francisco:
Random Hyper-Parameter Search-Based Deep Neural Network for Power Consumption Forecasting. Lecture Notes in Computer Science. 2019. Vol: 11506. Pág. 259-269.
Random Hyper-Parameter Search-Based Deep Neural Network for Power Consumption Forecasting. Lecture Notes in Computer Science. 2019. Vol: 11506. Pág. 259-269.
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Gil-cumbreras, Francisco Javier;Giráldez-Rojo, Raúl:
TRIQ: a new method to evaluate triclusters. BioData Mining. 2018. Vol: 11. Núm: 15. https://doi.org/10.1186/s13040-018-0177-5.
TRIQ: a new method to evaluate triclusters. BioData Mining. 2018. Vol: 11. Núm: 15. https://doi.org/10.1186/s13040-018-0177-5.
Gutiérrez-avilés, David;Fabregas, José Antonio;Tejedor, Javier ;Martínez-Álvarez, Francisco;Troncoso-Lora, Alicia;Arcos, Ángel;Riquelme-Santos, José Cristóbal:
SmartFD: A Real Big Data Application for Electrical Fraud Detection. Lecture Notes in Computer Science. 2018. Vol: 10870. Pág. 120-130.
SmartFD: A Real Big Data Application for Electrical Fraud Detection. Lecture Notes in Computer Science. 2018. Vol: 10870. Pág. 120-130.
Martínez-Álvarez, Francisco;Gutiérrez-avilés, David;Morales-Esteban, Antonio;Reyes, Jorge;Amaro-Mellado, José-Lázaro;Rubio-Escudero, Cristina:
A novel method for seismogenic zoning based on triclustering. Application to the Iberian Peninsula. Entropy : An International and Interdisciplinary Journal of Entropy and Information Studies. 2015. Vol: 17. Pág. 5000-5021. doi:10.3390/e17075000.
A novel method for seismogenic zoning based on triclustering. Application to the Iberian Peninsula. Entropy : An International and Interdisciplinary Journal of Entropy and Information Studies. 2015. Vol: 17. Pág. 5000-5021. doi:10.3390/e17075000.
Gutiérrez Avilés-gutiérrez Avilés, David;Rubio-Escudero, Cristina:
MSL: A Measure to Evaluate Three-dimensional Patterns in Gene Expression Data. Evolutionary Bioinformatics. 2015. Vol: 11. Pág. 121-135. 10.4137/EBO.S25822.
MSL: A Measure to Evaluate Three-dimensional Patterns in Gene Expression Data. Evolutionary Bioinformatics. 2015. Vol: 11. Pág. 121-135. 10.4137/EBO.S25822.
Gutiérrez-avilés, David;Rubio-Escudero, Cristina:
Mining 3D Patterns from Gene Expression Temporal Data: A New Tricluster Evaluation Measure. The Scientific World Journal. 2014. Vol: 2014 (2014). Núm: 624371. http://dx.doi.org/10.1155/2014/624371.
Mining 3D Patterns from Gene Expression Temporal Data: A New Tricluster Evaluation Measure. The Scientific World Journal. 2014. Vol: 2014 (2014). Núm: 624371. http://dx.doi.org/10.1155/2014/624371.
Gutiérrez-avilés, David;Rubio-Escudero, Cristina;Martínez-Álvarez, Francisco;Riquelme-Santos, José Cristóbal:
TriGen: A genetic algorithm to mine triclusters in temporal gene expression data. Neurocomputing. 2014. Vol: 132. Pág. 42-53. http://dx.doi.org/10.1016/j.neucom.2013.03.061.
TriGen: A genetic algorithm to mine triclusters in temporal gene expression data. Neurocomputing. 2014. Vol: 132. Pág. 42-53. http://dx.doi.org/10.1016/j.neucom.2013.03.061.
Patentes
Gutiérrez-avilés, David;Rubio-Escudero, Cristina: TrLab: Una metodología para la extracción y evaluación de patrones de comportamiento de grandes volúmenes de datos biológicos dependientes del tiempo. Número de patente:
