Journal articles
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(SUBMITTED) An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control
Artificial Intelligence Review (under review) -
(SUBMITTED) SINERGYM - A machine learning framework for building energy optimization
Building Simulation (under review) -
(SUBMITTED) VizARE: An intermediate representation to support the visualization of association rules in data mining
Applied Intelligence (under review) -
(SUBMITTED) Semantic Building Information Modeling: An Empirical Evaluation of Existing Tools
Journal of Industrial Information Integration (under review) -
(SUBMITTED) Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification
Engineering Applications of Artificial Intelligence (under review) -
(2024) LaANIL: ANIL with Look-Ahead Meta-Optimization and Data-Parallelism
Electronics (in press.) -
(2023) Physics-informed neural networks for data-driven simulation: Advantages, limitations, and opportunities
Physica A: Statistical Mechanics and its Applications 610 , 128415 -
(2022) Automating look-ahead schedule generation for construction using linked-data and reinforcement learning
Automation in Construction 134 , 104069 -
(2022) CntrlDA: A building energy management control system with real-time adjustments. Application to indoor temperature
Building and Environment 215 , 108938 -
(2022) GenoMus: Representing Procedural Musical Structures with an Encoded Functional Grammar Optimized for Metaprogramming and Machine Learning
Applied Sciences 12 , 8322 -
(2021) Scalable object detection pipeline for traffic cameras: Application to Tfl JamCams
Expert Systems with Applications 182 , 115154 -
(2021) Variational Gaussian Process for optimal sensor placement
Applications of Mathematics 66 , pp. 287–317 -
(2021) Minimalistic Fuzzy Ontology Reasoning: An application to Building Information Modeling
Applied Soft Computing 103 , 107158 -
(2020) Towards a large-scale twitter observatory for political events
Future Generation Computer Systems 110 , pp. 976–983 -
(2020) TUORIS: A middleware for visualizing graphics in scalable resolution display environments
Future Generation Computer Systems 106 , pp. 559–571 -
(2020) Do the Shuffle: Exploring reasons for music listening through shuffled play
PLOS One 15 , e0228457 -
(2020) A case study on understanding energy consumption through prediction and visualisation (VIMOEN)
Journal of Building Engineering 30 , 101315 -
(2020) Weak Constraint Gaussian Processes for Optimal Sensor Placement
Journal of Computational Science 42 , 101110 -
(2020) Open Visualization Environment (OVE): A web framework for scalable rendering of data visualizations
Future Generation Computer Systems 112 , pp. 785–799 -
(2020) A time-series clustering methodology for knowledge extraction in energy consumption data
Expert Systems with Applications 160 , 113731 -
(2020) Linked-Data Constraint Checking (LDCC) to support look-ahead planning in construction
Automation in Construction 120 , 103369 -
(2020) Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation
Computer Methods in Applied Mechanics and Engineering 372 , 113291 -
(2019) A Probabilistic Algorithm for Predictive Control with Full-Complexity Models in Non-Residential Buildings
IEEE Access 7 , pp. 38748–38765 -
(2019) Generalized regression hypothesis induction for energy consumption forecasting
Energies 12 , 1069 -
(2019) Not all lies are equal. A study into the engineering of political misinformation in the 2016 US presidential election
IEEE Access 7 , pp. 126305–126314 -
(2018) Visualizing large knowledge graphs: A performance analysis
Future Generation Computer Systems 89 , pp. 224–238 -
(2018) The improvisational state of mind: a multidisciplinary study of an improvisatory approach to classical music repertoire performance
Frontiers in Psychology 9 , 1341 -
(2018) Comfort as a Service: a new paradigm for residential environmental quality control
Sustainability 10 , 3053 -
(2018) foo.castr: Visualising the Future AI workforce
Big Data Analytics 3 , pp. 9 -
(2017) Information fusion from multiple databases using meta-association rules
International Journal of Approximate Reasoning 80 , pp. 185–198 -
(2017) Data Science for Building Energy Management: a review
Renewable and Sustainable Energy Reviews 70 , pp. 598–609 -
(2017) Improving Data Exploration in Graphs with Fuzzy Logic and Large-Scale Visualisation
Applied Soft Computing 53 , pp. 227–235 -
(2016) Transcribing Debussy’s Syrinx dynamics through Linguistic Description: the MUDELD algorithm
Fuzzy Sets and Systems 285 , pp. 199–216 -
(2016) Visualizing dynamic Bitcoin transaction patterns
Big Data 4 , pp. 109–119 -
(2016) Meta-Association Rules for mining interesting associations in multiple datasets
Applied Soft Computing 49 , pp. 212–223 -
(2015) A fuzzy extension of the semantic Building Information Model
Automation in Construction 57 , pp. 202–212 -
(2015) Representation model and learning algorithm for uncertain and imprecise multivariate behaviors, based on correlated trends
Applied Soft Computing 36 , pp. 589–598 -
(2011) Mining transposed motifs in music
Journal of Intelligent Information Systems 36 , pp. 99–115 -
(2011) A state of the art on computational music performance
Expert Systems with Applications 38 , pp. 155–160 -
(2010) Identifying Violin Performers by their Expressive Trends
Intelligent Data Analysis 14 , pp. 555–571 -
(2009) INMAMUSYS: Intelligent multiagent music system
Expert Systems with Applications 36 , pp. 4574–4580
Conferences
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(2023) Graph neural network potentials for molecular dynamics simulations of water cluster anions
Computational Science (ICCS 2023) , pp. 336–343 -
(2023) Explaining Deep Reinforcement Learning-based methods for control of building HVAC systems
1st World Conference on Explainable Artificial Intelligence (xAI 2023) , pp. 237–255 -
(2021) Towards data-driven simulation models for building energy management
Machine Learning and Data Assimilation for Dynamical Systems (MLDADS 2021) -
(2021) Sinergym: A Building Simulation and Control Framework for Training Reinforcement Learning Agents
Procs. 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation (2nd ACM SIGEnergy Workshop on Reinforcement Learning for Energy Management in Buildings & Cities (RLEM) , pp. 319–323 -
(2020) Variational Gaussian Process For Optimal Sensor Placement
Proc. 3rd International Conference on Modern Mathematical Methods and High Performance Computing in Science and Technology (M3HPCST-2020) -
(2020) Social Glue and Post-COVID Labour Markets: Evidence from a Task Census of a Large Corporation
New Future of Work 2020 -
(2019) Towards self-adaptive building energy control in smart grids
NeurIPS 2019 Workshop Tackling Climate Change with Machine Learning -
(2019) Hybrid Data Assimilation: an Ensemble-Variational Approach
Proc. 15th International Conference on Signal Image Technology & Internet-based systems (SITIS2019) , pp. 633–640 -
(2019) Towards easy-to-implement misinformation automatic detection for online social media
Conference for Truth and Trust Online (TTO) -
(2019) Compositional Microservices for Immersive Social Visual Analytics
Proc. 23rd International Conference on Information Visualisation (IV2019) , pp. 216–223 -
(2018) Conversational AI for Data Exploration
Proc. Conversational AI Workshop @ KDD2018 -
(2018) GraphDL: An Ontology for Linked Data Visualisation
Proc. CAEPIA 2018 -
(2018) A software tool for categorizing violin student renditions by comparison
Proc. CAEPIA 2018 -
(2018) Deep Learning for Fake News Classification
Proc. I workshop in Deep Learning (DEPL 2018) -
(2017) A game based e-learning system to teach Artificial Intelligence in the Computer Sciences degree
Proc. International Conference E-Learning 2013 -
(2016) Advances in Data Science for Building Energy Management
Proc. 9th International Conference Improving Energy Efficiency in Commercial Buildings and Smart Communities (IEECB&SC’16) -
(2015) Unifying fuzzy controller for IEQ: implementation in a Raspberry Pi
Proc. 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology , pp. 1034–1039 -
(2015) Learning User Activities from Energy Demand Profiles
Proc. 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology , pp. 873–879 -
(2014) Minería de datos y gestión energética: tendencias actuales
Proc. XVII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF2014) , pp. 627–632 -
(2014) Data mining for building energy management
Proc. Sustainable Places 2014 -
(2013) e-learning software for improving student’s music performance using comparisons
Proc. International Conference E-Learning 2013 , pp. 247–254 -
(2013) Unifying fuzzy controller for indoor environment quality
Proc. 2013 Joint IFSA World Congress NAFIPS Annual Meeting , pp. 1080–1085 -
(2012) Pattern characterization in multivariate data series using fuzzy logic - applications to e-health
Proc. International Conference on Data Communication Networking, e-Business and Optical Communication Systems , pp. 123–128 -
(2010) Nature vs. Culture in ritardando performances
Proc. Conference on Interdisciplinary Musicology (CIM10) , pp. 55–61 -
(2010) Evidence for pianist-specific rubato style in Chopin Nocturnes
Proc. 11th International Society for Music Information Retrieval Conference (ISMIR2010) , pp. 225–230 -
(2008) Composing Music with Multiagent Systems
3rd International Conference On Art & Technology. Technarte 2008 -
(2008) Learning Violinist’s Expressive Trends
Proc. International Workshop on Machine Learning and Music (MML08), Held in conjunction with ICML/COLT/UAI 2008 , pp. 3–4 -
(2008) Using Expressive Trends for Identifying Violin Performers
Proc. 9th International Conference on Music Information Retrieval (ISMIR2008) , pp. 495–500