Publicaciones

@article{10.1186/s40537-023-00745-0,

title = {A new deep learning architecture with inductive bias balance for transformer oil temperature forecasting},

author = {Manuel J. Jiménez-Navarro and María Martínez-Ballesteros and Francisco Martínez-Álvarez and Gualberto Asencio-Cortés},

url = {https://doi.org/10.1186/s40537-023-00745-0},

doi = {10.1186/s40537-023-00745-0},

year  = {2023},

date = {2023-01-01},

journal = {Journal of Big Data},

volume = {10},

pages = {N/A},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1145/3555776.3578634,

title = {A bioinspired ensemble approach for multi-horizon reference evapotranspiration forecasting in Portugal},

author = {Manuel Jesus Jimenez Navarro and Maria Martinez Ballesteros and Isabel Sofia Brito and Francisco Martinez Alvarez and Gualberto Asencio Cortes},

url = {https://doi.org/10.1145/3555776.3578634},

doi = {10.1145/3555776.3578634},

year  = {2023},

date = {2023-01-01},

journal = {Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing},

volume = {N/A},

pages = {441-448},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-42519-6_30,

title = {Association Rule Analysis of Student Satisfaction Surveys for Teaching Quality Evaluation},

author = {Manuel J. Jiménez-Navarro and Belén Vega-Márquez and José María Luna-Romera and Manuel Carranza-García and María Martínez-Ballesteros},

url = {https://doi.org/10.1007/978-3-031-42519-6_30},

doi = {10.1007/978-3-031-42519-6_30},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {319-328},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-43078-7_2,

title = {Embedded Temporal Feature Selection for Time Series Forecasting Using Deep Learning},

author = {M. J. Jiménez-Navarro and M. Martínez-Ballesteros and F. Martínez-Álvarez and G. Asencio-Cortés},

url = {https://doi.org/10.1007/978-3-031-43078-7_2},

doi = {10.1007/978-3-031-43078-7_2},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Computer Science},

volume = {N/A},

pages = {15-26},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-42536-3_13,

title = {Explaining Learned Patterns in Deep Learning by Association Rules Mining},

author = {M. J. Jiménez-Navarro and M. Martínez-Ballesteros and F. Martínez-Álvarez and G. Asencio-Cortés},

url = {https://doi.org/10.1007/978-3-031-42536-3_13},

doi = {10.1007/978-3-031-42536-3_13},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {132-141},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-42529-5_20,

title = {Feature Selection Guided by CVOA Metaheuristic for Deep Neural Networks: Application to Multivariate Time Series Forecasting},

author = {Manuel Jesús Jiménez-Navarro and Camilo Restrepo-Estrada and Laura Melgar-García and David Gutierrez-Aviles},

url = {https://doi.org/10.1007/978-3-031-42529-5_20},

doi = {10.1007/978-3-031-42529-5_20},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {209-218},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-18050-7_54,

title = {Feature-Aware Drop Layer (FADL): A Nonparametric Neural Network Layer for Feature Selection},

author = {Manuel Jesús Jiménez-Navarro and María Martínez-Ballesteros and Isabel Sofia Sousa Brito and Francisco Martínez-Álvarez and Gualberto Asencio-Cortés},

url = {https://doi.org/10.1007/978-3-031-18050-7_54},

doi = {10.1007/978-3-031-18050-7_54},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {557-566},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1016/j.apenergy.2023.121645,

title = {Forecasting solar energy production in Spain: A comparison of univariate and multivariate models at the national level},

author = {Tomás Cabello-López and Manuel Carranza-García and José C. Riquelme and Jorge García-Gutiérrez},

url = {https://doi.org/10.1016/j.apenergy.2023.121645},

doi = {10.1016/j.apenergy.2023.121645},

year  = {2023},

date = {2023-01-01},

journal = {Applied Energy},

volume = {350},

pages = {121645},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1016/j.neucom.2023.126312,

title = {Short-term solar irradiance forecasting in streaming with deep learning},

author = {Pedro Lara-Benítez and Manuel Carranza-García and José María Luna-Romera and José C. Riquelme},

url = {https://doi.org/10.1016/j.neucom.2023.126312},

doi = {10.1016/j.neucom.2023.126312},

year  = {2023},

date = {2023-01-01},

journal = {Neurocomputing},

volume = {546},

pages = {126312},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-42529-5_25,

title = {An Approach to Enhance Time Series Forecasting by Fast Fourier Transform},

author = {F. Javier Galán-Sales and Pablo Reina-Jiménez and Manuel Carranza-García and José María Luna-Romera},

url = {https://doi.org/10.1007/978-3-031-42529-5_25},

doi = {10.1007/978-3-031-42529-5_25},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {259-268},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-42536-3_10,

title = {Efficient Short-Term Time Series Forecasting with Regression Trees},

author = {Pablo Reina-Jiménez and Manuel Carranza-García and Jose María Luna-Romera and José C. Riquelme},

url = {https://doi.org/10.1007/978-3-031-42536-3_10},

doi = {10.1007/978-3-031-42536-3_10},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Networks and Systems},

volume = {N/A},

pages = {101-110},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1038/s41392-023-01470-z,

title = {A new treatment for sarcoma extracted from combination of miRNA deregulation and gene association rules},

author = {José Manuel García-Heredia and Marco Pérez and Eva M. Verdugo-Sivianes and María M. Martínez-Ballesteros and Sara M. Ortega-Campos and Amancio Carnero},

url = {https://doi.org/10.1038/s41392-023-01470-z},

doi = {10.1038/s41392-023-01470-z},

year  = {2023},

date = {2023-01-01},

journal = {Signal Transduction and Targeted Therapy},

volume = {8},

pages = {N/A},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.3390/en16052317,

title = {A Bayesian Optimization-Based LSTM Model for Wind Power Forecasting in the Adama District, Ethiopia},

author = {Ejigu Tefera Habtemariam and Kula Kekeba and María Martínez-Ballesteros and Francisco Martínez-Álvarez},

url = {https://doi.org/10.3390/en16052317},

doi = {10.3390/en16052317},

year  = {2023},

date = {2023-01-01},

journal = {Energies},

volume = {16},

pages = {2317},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-40725-3_62,

title = {A Feature Selection and Association Rule Approach to Identify Genes Associated with Metastasis and Low Survival in Sarcoma},

author = {M. Lourdes Linares-Barrera and María Martínez-Ballesteros and José M. García-Heredia and José C. Riquelme},

url = {https://doi.org/10.1007/978-3-031-40725-3_62},

doi = {10.1007/978-3-031-40725-3_62},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Computer Science},

volume = {N/A},

pages = {731-742},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-40725-3_18,

title = {A New Hybrid CNN-LSTM for Wind Power Forecasting in Ethiopia},

author = {E. Tefera and M. Martínez-Ballesteros and A. Troncoso and F. Martínez-Álvarez},

url = {https://doi.org/10.1007/978-3-031-40725-3_18},

doi = {10.1007/978-3-031-40725-3_18},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Computer Science},

volume = {N/A},

pages = {207-218},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/978-3-031-43085-5_50,

title = {Deep Learning-Based Approach for Sleep Apnea Detection Using Physiological Signals},

author = {A. R. Troncoso-García and M. Martínez-Ballesteros and F. Martínez-Álvarez and A. Troncoso},

url = {https://doi.org/10.1007/978-3-031-43085-5_50},

doi = {10.1007/978-3-031-43085-5_50},

year  = {2023},

date = {2023-01-01},

journal = {Lecture Notes in Computer Science},

volume = {N/A},

pages = {626-637},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1145/3555776.3578994,

title = {Evolutionary computation to explain deep learning models for time series forecasting},

author = {Angela Troncoso Garcia and Alicia Troncoso Lora and Francisco Martinez-Alvarez and Maria Martinez Ballesteros},

url = {https://doi.org/10.1145/3555776.3578994},

doi = {10.1145/3555776.3578994},

year  = {2023},

date = {2023-01-01},

journal = {Proceedings of the 38th ACM/SIGAPP Symposium on Applied Computing},

volume = {N/A},

pages = {433-436},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1016/j.engappai.2023.106326,

title = {Identifying novelties and anomalies for incremental learning in streaming time series forecasting},

author = {Laura Melgar-García and David Gutiérrez-Avilés and Cristina Rubio-Escudero and Alicia Troncoso},

url = {https://doi.org/10.1016/j.engappai.2023.106326},

doi = {10.1016/j.engappai.2023.106326},

year  = {2023},

date = {2023-01-01},

journal = {Engineering Applications of Artificial Intelligence},

volume = {123},

pages = {106326},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.1007/s10489-023-05124-z,

title = {Comparing artificial intelligence strategies for early sepsis detection in the ICU: an experimental study},

author = {Javier Solís-García and Belén Vega-Márquez and Juan A. Nepomuceno and José C. Riquelme-Santos and Isabel A. Nepomuceno-Chamorro},

url = {https://doi.org/10.1007/s10489-023-05124-z},

doi = {10.1007/s10489-023-05124-z},

year  = {2023},

date = {2023-01-01},

journal = {Applied Intelligence},

volume = {53},

pages = {30691-30705},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{10.3390/biology12040579,

title = {SigPrimedNet: A Signaling-Informed Neural Network for scRNA-seq Annotation of Known and Unknown Cell Types},

author = {Pelin Gundogdu and Inmaculada Alamo and Isabel A. Nepomuceno-Chamorro and Joaquin Dopazo and Carlos Loucera},

url = {https://doi.org/10.3390/biology12040579},

doi = {10.3390/biology12040579},

year  = {2023},

date = {2023-01-01},

journal = {Biology},

volume = {12},

pages = {579},

keywords = {},

pubstate = {published},

tppubtype = {article}

}