Publications

@article{Melgar21_IS,
title = {Discovering three-dimensional patterns in real-time from data streams: An online triclustering approach},
author = {L. Melgar-García and D. Gutiérrez-Avilés and C. Rubio-Escudero and A. Troncoso},
year = {2021},
date = {2021-01-01},
journal = {Information Sciences},
volume = {in press},
abstract = {Triclustering algorithms group sets of coordinates of 3-dimensional datasets. In this paper, a new triclustering approach for data streams is introduced. It follows a streaming scheme of learning in two steps: offline and online phases. First, the offline phase provides a summary model with the components of the triclusters. Then, the second stage is the online phase to deal with data in streaming. This online phase consists in using the summary model obtained in the offline stage to update the triclusters as fast as possible with genetic operators. Results using three types of synthetic datasets and a real-world environmental sensor dataset are reported. The performance of the proposed triclustering streaming algorithm is compared to a batch triclustering algorithm, showing an accurate performance both in terms of quality and running times.
},
keywords = {big data, IoT, pattern recognition},
pubstate = {published},
tppubtype = {article}
}

@conference{HAIS2020,
title = {A New Forecasting Algorithm Based on Neighbors for Streaming Electricity Time Series},
author = {P. Jiménez-Herrera and L. Melgar-García and G. Asencio-Cortés and A. Troncoso},
url = {https://link.springer.com/chapter/10.1007/978-3-030-61705-9_43},
year = {2020},
date = {2020-11-04},
booktitle = {HAIS 15th International Conference on Hybrid Artificial Intelligence Systems},
pages = {522-533},
series = {Lecture Notes in Computer Science},
keywords = {big data, energy, IoT, time series},
pubstate = {published},
tppubtype = {conference}
}

@conference{SOCO20,
title = {Discovering Spatio-Temporal Patterns in Precision Agriculture Based on Triclustering},
author = {L. Melgar-García and M. T. Godinho and R. Espada and D. Gutiérrez-Avilés and I. S. Brito and F. Martínez-Álvarez and A. Troncoso and C. Rubio-Escudero},
url = {https://link.springer.com/chapter/10.1007/978-3-030-57802-2_22},
year = {2020},
date = {2020-08-29},
booktitle = {SOCO 15th International Conference on Soft Computing Models in Industrial and Environmental Applications},
pages = {226-236},
series = {Advances in Intelligent Systems and Computing },
keywords = {IoT, pattern recognition},
pubstate = {published},
tppubtype = {conference}
}

@conference{SOCO2019,
title = {Real-Time Big Data Analytics in Smart Cities from LoRa-based IoT Networks},
author = {A. M. Fernández and D. Gutiérrez-Avilés and A. Troncoso and F. Martínez-Álvarez},
url = {https://link.springer.com/chapter/10.1007/978-3-030-20055-8_9},
year = {2019},
date = {2019-01-01},
booktitle = {SOCO 14th International Conference on Soft Computing Models in Industrial and Environmental Applications},
series = {Advances in Intelligent Systems and Computing},
keywords = {big data, IoT},
pubstate = {published},
tppubtype = {conference}
}

@conference{Hassan2016,
title = {Passivity Based Control of Cyber Physical Systems Under Zero-Dynamics Attack},
author = {F. Hassan and N. Iqabl and F. Martínez-Álvarez and K. M. Asim},
url = {https://link.springer.com/chapter/10.1007/978-3-319-32034-2_53},
year = {2016},
date = {2016-01-01},
booktitle = {HAIS Hybrid Artificial Intelligent Systems},
series = {Lecture Notes in Computer Science},
keywords = {IoT},
pubstate = {published},
tppubtype = {conference}
}