Publications by the researcher in collaboration with Fernando Fernández Rebollo (26)

2024

  1. Clustering-based attack detection for adversarial reinforcement learning

    Applied Intelligence, Vol. 54, Núm. 3, pp. 2631-2647

2023

  1. Automated market maker inventory management with deep reinforcement learning

    Applied Intelligence, Vol. 53, Núm. 19, pp. 22249-22266

  2. DISCRETE UNCERTAINTY QUANTIFICATION FOR OFFLINE REINFORCEMENT LEARNING

    Journal of Artificial Intelligence and Soft Computing Research, Vol. 13, Núm. 4, pp. 273-287

2022

  1. A taxonomy for similarity metrics between Markov decision processes

    Machine Learning, Vol. 111, Núm. 11, pp. 4217-4247

2021

  1. Extending the Evaluation of Social Assistive Robots with Accessibility Indicators: The AUSUS Evaluation Framework

    IEEE Transactions on Human-Machine Systems, Vol. 51, Núm. 6, pp. 601-612

  2. Probabilistic Multi-knowledge Transfer in Reinforcement Learning

    Proceedings - 20th IEEE International Conference on Machine Learning and Applications, ICMLA 2021

2019

  1. Challenges on the Application of Automated Planning for Comprehensive Geriatric Assessment Using an Autonomous Social Robot

    Advances in Intelligent Systems and Computing

  2. Probabilistic policy reuse for safe reinforcement learning

    ACM Transactions on Autonomous and Adaptive Systems, Vol. 13, Núm. 3

  3. Reinforcement learning for pricing strategy optimization in the insurance industry

    Engineering Applications of Artificial Intelligence, Vol. 80, pp. 8-19

2018

  1. LifeBots I: Building the software infrastructure for supporting lifelong technologies

    Advances in Intelligent Systems and Computing (Springer Verlag), pp. 391-402

  2. On-Line Case-Based Policy Learning for Automated Planning in Probabilistic Environments

    International Journal of Information Technology and Decision Making, Vol. 17, Núm. 3, pp. 763-800

  3. Towards a robust robotic assistant for Comprehensive Geriatric Assessment procedures: updating the CLARC system

    2018 27TH IEEE INTERNATIONAL SYMPOSIUM ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (IEEE RO-MAN 2018)

2015

  1. A comprehensive survey on safe reinforcement learning

    Journal of Machine Learning Research, Vol. 16, pp. 1437-1480

2012

  1. Reinforcement learning for decision-making in a business simulator

    International Journal of Information Technology and Decision Making, Vol. 11, Núm. 5, pp. 935-960

  2. Safe exploration of state and action spaces in reinforcement learning

    Journal of Artificial Intelligence Research, Vol. 45, pp. 515-564

2011

  1. A comparative study of discretization approaches for state space generalization in the keepaway soccer task

    Progress in Education. Volume 21 (Nova Science Publishers, Inc.), pp. 161-190

  2. Business simulators for business education and research: SIMBA experience

    Computer Games as Educational and Management Tools: Uses and Approaches (IGI Global), pp. 229-246