Publications by the researcher in collaboration with Esther Villar Rodríguez (21)

2023

  1. A Graph-Based Methodology for the Sensorless Estimation of Road Traffic Profiles

    IEEE Transactions on Intelligent Transportation Systems, Vol. 24, Núm. 8, pp. 8701-8715

  2. Collaborative training of heterogeneous reinforcement learning agents in environments with sparse rewards: what and when to share?

    Neural Computing and Applications, Vol. 35, Núm. 23, pp. 16753-16780

2022

  1. An Evaluation Study of Intrinsic Motivation Techniques Applied to Reinforcement Learning over Hard Exploration Environments

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. Towards Improving Exploration in Self-Imitation Learning using Intrinsic Motivation

    Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence, SSCI 2022

2021

  1. A Tutorial On the design, experimentation and application of metaheuristic algorithms to real-World optimization problems

    Swarm and Evolutionary Computation, Vol. 64

  2. Collaborative Exploration and Reinforcement Learning between Heterogeneously Skilled Agents in Environments with Sparse Rewards

    Proceedings of the International Joint Conference on Neural Networks

  3. Lights and shadows in Evolutionary Deep Learning: Taxonomy, critical methodological analysis, cases of study, learned lessons, recommendations and challenges

    Information Fusion, Vol. 67, pp. 161-194

2019

  1. A Question of Trust: Statistical Characterization of Long-Term Traffic Estimations for their Improved Actionability

    2019 IEEE Intelligent Transportation Systems Conference, ITSC 2019

2018

  1. Computacion cuántica: seis claves para entender el futuro de la computación

    Revista DYNA, Vol. 93, Núm. 3, pp. 238-241

2017

  1. A meta-heuristic learning approach for the non-intrusive detection of impersonation attacks in social networks

    International Journal of Bio-Inspired Computation

  2. Detection of non-technical losses in smart meter data based on load curve profiling and time series analysis

    Energy, Vol. 137, pp. 118-128

  3. On the creation of diverse ensembles for nonstationary environments using bio-inspired heuristics

    Advances in Intelligent Systems and Computing

2016

  1. A feature selection method for author identification in interactive communications based on supervised learning and language typicality

    Engineering Applications of Artificial Intelligence, Vol. 56, pp. 175-184

  2. A novel adaptive density-based ACO algorithm with minimal encoding redundancy for clustering problems

    2016 IEEE Congress on Evolutionary Computation, CEC 2016

  3. A novel machine learning approach to the detection of identity theft in social networks based on emulated attack instances and support vector machines

    Concurrency Computation

  4. Community detection in graphs based on surprise maximization using firefly heuristics

    2016 IEEE Congress on Evolutionary Computation, CEC 2016

  5. Intelligent SPARQL endpoints: Optimizing execution performance by automatic query relaxation and queue scheduling

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2015

  1. Design and implementation of an extended corporate crm database system with big data analytical functionalities

    Journal of Universal Computer Science, Vol. 21, Núm. 6, pp. 757-776

  2. On amachine learningapproach for the detection of impersonation attacks in social networks

    Studies in Computational Intelligence, Vol. 570, pp. 259-268

  3. Semantic information fusion of linked open data and social big data for the creation of an extended corporate CRM database

    Studies in Computational Intelligence, Vol. 570, pp. 211-221