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Melgar Garcia, Laura laura.melgar@upm.es

INTELIGENCIA ARTIFICIAL / Universidad Politécnica de Madrid

Publications

Combining values and images in deep learning models for time series forecasting: An electricity market case study

  • Saez-Bombin, S
  • Melgar-Garcia, L
  • Troncoso, A

ENERGY AND AI - 1/5/2026

10.1016/j.egyai.2025.100673 View at source

  • ISSN 26665468

Online forecasting using neighbor-based incremental learning for electricity markets

  • Melgar-García L
  • Gutiérrez-Avilés D
  • Rubio-Escudero C
  • Troncoso A

Neural Computing & Applications (p. 22923-22940) - 1/1/2025

10.1007/s00521-024-10876-x View at source

  • ISSN 14333058

A novel incremental ensemble learning for real-time explainable forecasting of electricity price

  • Melgar-García, L
  • Troncoso, A

Knowledge-Based Systems - 3/12/2024

10.1016/j.knosys.2024.112574 View at source

  • ISSN 09507051

A novel method based on hybrid deep learning with explainability for olive fruit pest forecasting

  • Chacón-Maldonado AM
  • Melgar-García L
  • Asencio-Cortés G
  • Troncoso A

Neural Computing & Applications (p. 3245-3264) - 1/1/2024

10.1007/s00521-024-10731-z View at source

  • ISSN 14333058

Identifying novelties and anomalies for incremental learning in streaming time series forecasting

  • Melgar-Garcia, Laura
  • Gutierrez-Aviles, David
  • Rubio-Escudero, Cristina
  • Troncoso, Alicia

Engineering Applications Of Artificial Intelligence - 17/4/2023

10.1016/j.engappai.2023.106326 View at source

  • ISSN 09521976

Streaming big time series forecasting based on nearest similar patterns with application to energy consumption

  • Jiménez-Herrera P
  • Melgar-García L
  • Asencio-Cortés G
  • Troncoso A

Logic Journal Of The Igpl (p. 255-270) - 1/1/2023

10.1093/jigpal/jzac017 View at source

  • ISSN 13670751

Comparative Analysis of Deep Learning and Swarm-Optimized Random Forest for Groundwater Spring Potential Identification in Tropical Regions

  • Nhu V-H
  • Hoa PV
  • Melgar-García L
  • Tien Bui D

Remote Sensing - 1/1/2023

10.3390/rs15194761 View at source

  • ISSN 20724292

A novel distributed forecasting method based on information fusion and incremental learning for streaming time series

  • Melgar-García L
  • Gutiérrez-Avilés D
  • Rubio-Escudero C
  • Troncoso A

Information Fusion (p. 163-173) - 1/1/2023

10.1016/j.inffus.2023.02.023 View at source

  • ISSN 15662535

A novel semantic segmentation approach based on U-Net, WU-Net, and U-Net++ deep learning for predicting areas sensitive to pluvial flood at tropical area

  • Melgar-García L
  • Martínez-Álvarez F
  • Tien Bui D
  • Troncoso A

International Journal Of Digital Earth (p. 3661-3679) - 1/1/2023

10.1080/17538947.2023.2252401 View at source

  • ISSN 17538947

A new big data triclustering approach for extracting three-dimensional patterns in precision agriculture

  • Melgar-García L
  • Gutiérrez-Avilés D
  • Godinho MT
  • Espada R
  • Brito IS
  • Martínez-Álvarez F
  • Troncoso A
  • Rubio-Escudero C
... View more Collapse

Neurocomputing (p. 268-278) - 1/1/2022

10.1016/j.neucom.2021.06.101 View at source

  • ISSN 09252312

This researcher has no books.

This researcher has no book chapters.

Explainable Artificial Intelligence for Education: A Real Case of a University Subject Switched to Python

  • Melgar-García L
  • Troncoso-García Á
  • Gutiérrez-Avilés D
  • Torres JF
  • Troncoso A

Lecture Notes In Networks And Systems (p. 358-367) - 1/1/2023

10.1007/978-3-031-42519-6_34 View at source

  • ISSN 23673370

Feature Selection Guided by CVOA Metaheuristic for Deep Neural Networks: Application to Multivariate Time Series Forecasting

  • Jiménez-Navarro MJ
  • Restrepo-Estrada C
  • Melgar-García L
  • Gutierrez-Aviles D

Lecture Notes In Networks And Systems (p. 209-218) - 1/1/2023

10.1007/978-3-031-42529-5_20 View at source

  • ISSN 23673370

Identification of Anomalies in Urban Sound Data with Autoencoders

  • Melgar-García L
  • Hosseini M
  • Troncoso A

Syntactic Asp Forgetting With Forks (p. 27-38) - 1/1/2023

10.1007/978-3-031-40725-3_3 View at source

  • ISSN 03029743

Nearest neighbors with incremental learning for real-time forecasting of electricity demand

  • Melgar-Garcia L
  • Gutierrez-Aviles D
  • Rubio-Escudero C
  • Troncoso A

Ieee International Conference On Data Mining Workshops, Icdmw (p. 834-841) - 1/1/2022

10.1109/icdmw58026.2022.00112 View at source

  • ISSN 23759232

Discovering Spatio-Temporal Patterns in Precision Agriculture Based on Triclustering

  • Melgar-García L
  • Godinho MT
  • Espada R
  • Gutiérrez-Avilés D
  • Brito IS
  • Martínez-Álvarez F
  • Troncoso A
  • Rubio-Escudero C
... View more Collapse

A Spanish Political Tweets Fine-Tuned Sentiment Analysis Model (p. 226-236) - 1/1/2021

10.1007/978-3-030-57802-2_22 View at source

  • ISSN 21945357

Nearest Neighbors-Based Forecasting for Electricity Demand Time Series in Streaming

  • Melgar-García L
  • Gutiérrez-Avilés D
  • Rubio-Escudero C
  • Troncoso A

Syntactic Asp Forgetting With Forks (p. 185-195) - 1/1/2021

10.1007/978-3-030-85713-4_18 View at source

  • ISSN 03029743

High-Content Screening images streaming analysis using the STriGen methodology

  • Melgar-Garcia, Laura
  • Gutierrez-Aviles, David
  • Rubio-Escudero, Cristina
  • Troncoso, Alicia

Proceedings Of The 35th Annual Acm Symposium On Applied Computing (Sac'20) (p. 537-539) - 1/1/2020

10.1145/3341105.3374071 View at source

A New Forecasting Algorithm Based on Neighbors for Streaming Electricity Time Series

  • Jimenez-Herrera, P
  • Melgar-Garcia, L
  • Asencio-Cortes, G
  • Troncoso, A

Instant Or Distant: A Temporal Network Tale Of Two Interaction Platforms And Their Influence On Collaboration (p. 522-533) - 1/1/2020

10.1007/978-3-030-61705-9_43 View at source

  • ISSN 16113349

This researcher has no working papers.

This researcher has no technical reports.

This researcher has no research projects.

This researcher has no supervised thesis.

This researcher has no patents or software licenses.

Last data update: 2/14/26 2:37 PM