research

Check my full profile on Google Scholar

full papers can be provided on request

new journal highlight

2023

F. Fernández de la Mata, A. Gijón, M. Molina-Solana, and J. Gómez-Romero, “Physics-informed Neural Networks for Data-Driven Simulation: Advantages, Limitations, and Opportunities,” Physica A: Statistical Mechanics and its Applications, vol. 610, p. 128415, 2023.

C. Bülte, M. Kleinebrahm, H.Ü. Yilmaz, and J. Gómez-Romero, “Multivariate Time Series Imputation for Energy Data using Attention Modeling,” Energy and AI, p. 100239, 2023.

R. Morcillo-Jiménez, K. Gutiérrez-Batista, and J. Gómez-Romero, “TSxtend: A Tool for Batch Analysis of Temporal Sensor Data,” Energies, vol. 16, no. 4, p. 1581, 2023.

2022

M. D. Ruiz, J. Gomez-Romero, C. Fernandez-Basso, and M. J. Martin-Bautista, “Big Data Architecture for Building Energy Management Systems,” IEEE Transactions on Industrial Informatics, vol. 18, no. 9, pp. 5738–5747, 2022.

J. Barzola-Monteses, J. Gómez-Romero, M. Espinoza-Andaluz, and W. Fajardo, “Hydropower Production Prediction Using Artificial Neural Networks: An Ecuadorian Application Case,” Neural Computing and Applications, 34, no. 16, pp. 13253–13266, 2022.

A. Morales-Garzón, J. Gómez-Romero, and M. J. Martín-Bautista, “Contextual sentence embeddings for obtaining food recipe versions,” in Proceedings of the 19th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2022), 2022, pp. 306–316.

2021

I. Huitzil, M. Molina-Solana, J. Gómez-Romero, and F. Bobillo, “Minimalistic Fuzzy Ontology Reasoning: An Application to Building Information Modeling,” Applied Soft Computing, vol. 103, p. 107158, 2021.

J. Jiménez-Raboso, A. Campoy-Nieves, A. Manjavacas-Lucas, J. Gómez-Romero, and M. Molina-Solana, “Sinergym: a building simulation and control framework for training reinforcement learning agents,” in 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, 2021, pp. 319–323.

H. Ü. Yilmaz, M. Kleinebrahm, C. Bülte, and J. Gómez-Romero, “Applying transformer to imputation of multi-variate energy time series data,” in ICML 2021 Workshop on Tackling Climate Change with Machine Learning, 2021.

J. Gómez-Romero and M. Molina-Solana, “Towards data-driven simulation models for building energy management,” in Proceedings of the International Conference on Computational Science (ICCS 2021), 2021, pp. 401–407.

A. Morales-Garzon, J. Gomez-Romero, M. J. Martin-Bautista, “A Word Embedding-Based Method for Unsupervised Adaptation of Cooking Recipes,” IEEE Access, vol. 9, pp. 27389–27404, 2021

A. Morales-Garzón, J. Gómez-Romero, and M. J. Martin-Bautista, “Semantic-aware transformation of short texts using word embeddings: An application in the Food Computing domain,” in 16th Conference of the European Chapter of the Association for Computational Linguistics: Student Research Workshop, 2021, pp. 148–154.

2020

I. Huitzil, F. Bobillo, J. Gómez-Romero, U. Straccia, “Fudge: Fuzzy Ontology Building With Consensuated Fuzzy Datatypes,” Fuzzy Sets and Systems, vol. 401, pp. 91–112, 2020

S. Fernando, J. Amador Díaz López, O. Şerban, J. Gómez-Romero, M. Molina-Solana, Y. Guo, “Towards a large-scale twitter observatory for political events,” Future Generation Computer Systems, vol. 110, pp. 976-983, 2020.

A. Morales-Garzón, J. Gómez-Romero, M. J. Martín-Bautista, "A Word Embedding Model for Mapping Food Composition Databases using Fuzzy Logic," in International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2020), pp. 636–647, 2020.

2019

J. Gómez-Romero, M. Molina-Solana, "Towards self-adaptive building energy control in smart grids," Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019), Workshop Tackling Climate Change with Machine Learning, 2019.

A. Oehmichen, K. Hua, J.A. Diaz Lopez, M. Molina-Solana, J. Gómez-Romero, Y. Guo, "Not all lies are Equal. A study into the engineering of political misinformation in the 2016 US presidential election," IEEE Access, vol. 7, pp. 126305–126314, 2019.

J.A. Diaz Lopez, M. Molina-Solana, J. Gómez-Romero, "Towards easy-to-implement misinformation automatic detection for online social media," Conference for Truth and Trust Online (TTO 2019), 2019.

J. Barzola-Monteses, M. Mite-León, M. Espinoza-Andaluz, J. Gómez-Romero, W. Fajardo, “Time Series Analysis for Predicting Hydroelectric Power Production: The Ecuador Case,” Sustainability, vol. 11, no. 23, pp. 6539, 2019.

J. Gómez-Romero, C. J. Fernández-Basso, M. V. Cambronero, M. Molina-Solana, J. R. Campaña, M. D. Ruiz, and M. J. Martin-Bautista, “A Probabilistic Algorithm for Predictive Control with Full-Complexity Models in Non-Residential Buildings,” IEEE Access, vol. 7, pp. 38748–38765, 2019.

2018

M. Molina-Solana, J.A. Diaz Lopez, J. Gómez-Romero, “Deep Learning for Fake News Classification,” in 1st Workshop en Deep Learning, XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2018), pp. 1197-1201, 2018.

J. Gómez-Romero, M. Molina-Solana, “GraphDL: An Ontology for Linked Data Visualization,” in XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2018), pp. 351-360, 2018.

J. Gómez-Romero, M. Molina-Solana, A. Oehmichen, and Y. Guo, “Visualizing large knowledge graphs: A performance analysis,” Future Gener. Comput. Syst., vol. 89, pp. 224-238, 2018.

J. Gómez-Romero, M. Molina-Solana, M. Ros, M.D. Ruiz, M.J. Martin-Bautista, "Comfort as a Service: A new paradigm for residential Environmental Quality control,” Sustainability, vol. 10, no. 9, p. 3053, 2018.

F. Bobillo, J. Gómez-Romero, "Spatial reasoning with fuzzy ontologies,” in 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), 2018.

2017

M. Molina-Solana, M. Ros, M. D. Ruiz, J. Gómez-Romero, and M. J. Martín-Bautista, “Data Science for Building Energy Management: a Review,” Renew. Sustain. Energy Rev., vol. 70, pp. 598–609, 2017.

A. Conserva, P. de Melo, B. Klebow, C. Conaghan, B. Vinot, J. Gómez-Romero, M.D. Ruiz, et al., "Energy IN TIME project: summary of final results,” in 12th Conference on Sustainable Development of Energy, Water and Environment Systems (SDEWES 2018), 2018.

M. D. Ruiz, J. Gómez-Romero, M. Molina-Solana, M. Ros, and M. J. Martin-Bautista, “Information Fusion from Multiple Databases using Meta-association Rules,” Int. J. Approx. Reason., vol. 80, pp. 185–198, Jan. 2017.

2016

M. D. Ruiz, J. Gómez-Romero, M. Molina-Solana, J. Campaña, and M. J. Martín-Bautista, “Meta-association Rules for Mining Interesting Associations in Multiple Datasets,” Appl. Soft Comput., vol. 49, pp. 212–223, 2016.

F. Bobillo, M. D. Ruiz, J. Gómez-Romero, and D. Sánchez, “On the Application of Data Mining Techniques to Graded Ontology Building,” in XVIII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2016), 2016, pp. 142–143.

J. Gómez-Romero, F. Bobillo, M. D. Ruiz, and M. Delgado, “Open Linked Data Mining for Environmental Scanning,” in XVIII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2016), 2016, pp. 146–147.

J. Valls and J. Gómez-Romero, “Use of Big Data and the Prediction of Organized Crime,” in 12th International Conference on Internet, Law & Politics (IDP 2016), 2016, pp. 365–381.

J. Gómez-Romero, M. D. Ruiz, C. Fernández-Basso, M. Molina-Solana, M. Ros, and M. J. Martín-Bautista, “Advances in Data Science for Building Energy Management,” in 9th International Conference Improving Energy Efficiency in Commercial Buildings and Smart Communities (IEECB&SC’16), 2016, pp. 828–834.

J. Gómez-Romero, M. D. Ruiz, and M. J. Martín-Bautista, “Open Data Analysis for Environmental Scanning in Security-Oriented Strategic Analysis,” in 19th International Conference on Information Fusion (Fusion 2016), 2016, pp. 91–97.

J. Gómez-Romero, J. García, M. Á. Patricio, M. Á. Serrano, and J. M. Molina, “Context-Based Situation Recognition in Computer Vision Systems,” in Context-Enhanced Information Fusion: Boosting Real-World Performance with Domain Knowledge, L. Snidaro, J. García, J. Llinas, and E. Blasch, Eds. Springer International Publishing, 2016, pp. 627–651.

2015

J. Gómez-Romero, F. Bobillo, M. Ros, M. Molina-Solana, M. D. Ruiz, and M. J. Martín-Bautista, “A Fuzzy Extension of the Semantic Building Information Model,” Autom. Constr., vol. 57, pp. 202–212, 2015.

J. Gómez-Romero, M. Á. Serrano, J. García, J. M. Molina, and G. Rogova, “Context-based Multi-level Information Fusion for Harbor Surveillance,” Inf. Fusion, vol. 21, pp. 173–186.

M. D. Ruiz, J. Gómez-Romero, M. J. Martín-Bautista, D. Sánchez, and M. Delgado, “Fuzzy Meta-Association Rules for Information Fusion,” in 18th International Conference on Information Fusion (Fusion 2015), 2015, pp. 808–807.

M. D. Ruiz, J. Gómez-Romero, M. J. Martín-Bautista, and D. Sánchez, “Fuzzy Meta-Association Rules,” in 16th World Congress of the International Fuzzy Systems Association (IFSA 2015), 2015.

J. García and J. Gómez-Romero, “Ontologies for Representation and Exploitation of Contextual Information,” in Advanced Algorithms for Effectively Fusing Hard and Soft Information - NATO Report STO-EN-IST-134, 2015.

2014

M. Molina-Solana, M. Ros, J. Gómez-Romero, and M. J. Martín-Bautista, “Data Mining for Building Energy Management,” in Sustainable Places, 2014.

M. D. Ruiz, J. Gómez-Romero, M. J. Martín-Bautista, and D. Sánchez, “Meta-Association Rules for Fusing Regular Association Rules from Different Databases,” in 17th International Conference on Information Fusion (Fusion 2014), 2014.

J. Gómez-Romero, J. García, and J. M. Molina, “Modelos de Representación de Imprecisión e Incertidumbre en Fusión de Alto Nivel,” in XVII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2014), 2014, pp. 541–546.

M. D. Ruiz, J. Gómez-Romero, D. Sánchez, and M. J. Martín-Bautista, “Sentencias Cuantificadas Difusas: Aplicaciones a la Fusión de Información,” in XVII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2014), 2014, pp. 559–564.

2013

F. Bobillo, J. Gómez-Romero, and M. Delgado, “Reasoning in Fuzzy OWL 2 with DeLorean,” in Uncertainty Reasoning for the Semantic Web II, vol. 7123, F. Bobillo, P. C. G. Costa, C. D’Amato, N. Fanizzi, K. B. Laskey, K. J. Laskey, T. Lukasiewicz, M. Nickles, and M. Pool, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2013, pp. 119–138.

J. Gómez-Romero, M. Á. Serrano, M. Á. Patricio, and J. M. Molina, “A Practical Approach to the Development of Ontology-Based Information Fusion Systems,” in Prediction and Recognition of Piracy Efforts Using Collaborative Human-Centric Information Systems, E. Bossé, E. Shahbazian, and G. Rogova, Eds. IOS Press, 2013, pp. 176–183.

2012

F. Bobillo, M. Delgado, and J. Gómez-Romero, “DeLorean: A Reasoner for Fuzzy OWL 2,” Expert Syst. Appl., vol. 39, no. 1, pp. 258–272, 2012.

F. Bobillo, M. Delgado, J. Gómez-Romero, and U. Straccia, “Joining Gödel and Zadeh Fuzzy Logics in Fuzzy Description Logics,” Int. J. Uncertainty, Fuzziness Knowledge-Based Syst., vol. 20, no. 4, pp. 475–508, 2012.

F. Bobillo, J. Gómez-Romero, and P. León Araúz, “Fuzzy Ontologies for Specialized Knowledge Representation in WordNet,” in 14th International Conference On Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2012), 2012, pp. 430–439.

F. Castanedo, J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Distributed Data and Information Fusion in Visual Sensor Networks,” in Distributed Data and Information Fusion in Visual Sensor Networks, D. L. Hall, C.-Y. Chong, J. Llinas, and M. E. Liggins, Eds. 2012, pp. 437–467.

J. Gómez-Romero, J. García, M. Á. Patricio, M. Á. Serrano, and J. M. Molina, “Lógica Difusa en Sistemas de Fusión de Información Visual: Aplicaciones, Extensiones y Propuestas,” in XVI Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2012), 2012, pp. 247–252.

J. Gómez-Romero, M. Á. Serrano, M. Á. Patricio, J. García, and J. M. Molina, “Context-based Scene Recognition from Visual Data in Smart Homes: An Information Fusion Approach,” Pers. Ubiquitous Comput., vol. 16, no. 7, pp. 835–857, 2012.

P. León Araúz, J. Gómez-Romero, and F. Bobillo, “A Fuzzy Ontology Extension of WordNet and EuroWordnet for Specialized Knowledge,” in Terminology and Knowledge Engineering Conference (TKE 2012), 2012, pp. 139–154.

M. Á. Serrano, J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Ontological Representation of Light Wave Camera Data to Support Vision-Based AmI,” Sensors, vol. 12, no. 9, pp. 12126–12152, 2012.

M. Á. Serrano, J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Applying the Dynamic Region Connection Calculus to Exploit Geographic Knowledge in Maritime Surveillance,” in 15th International Conference on Information Fusion (Fusion 2012), 2012, pp. 1546–1553.

M. Á. Serrano, J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Ontological Representation of Time-of-flight Camera Data to Support Vision-based AmI,” in 4rd International Workshop on Sensor Networks and Ambient Intelligence (SeNAmI 2012), 2012, pp. 865–870.

2011

J. García, J. Gómez-Romero, M. Á. Patricio, J. M. Molina, and G. Rogova, “On the Representation and Exploitation of Context Knowledge in a Harbor Surveillance Scenario,” in 14th International Conference on Information Fusion (Fusion 2011), 2011, pp. 1787–1794.

J. Gómez-Romero, F. Bobillo, and M. Delgado, “Context Representation and Reasoning with Formal Ontologies,” in Activity Context Representation Workshop in AAAI-11, 2011, pp. 26–31.

J. Gómez-Romero, J. García, M. Á. Patricio, J. M. Molina, and J. Llinas, “High-Level Information Fusion in Visual Sensor Networks,” in Visual Information Processing in Wireless Sensor Networks, L.-M. Ang and K. P. Seng, Eds. IGI Global, 2011, pp. 197–223.

J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Ontology-based Context Representation and Reasoning for Object Tracking and Scene Interpretation in Video,” Expert Syst. Appl., vol. 38, no. 6, pp. 7494–7510, 2011.

J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Communication in Distributed Tracking Systems: An Ontology-based Approach to Improve Cooperation,” Expert Syst., vol. 28, no. 4, pp. 288–305, Sep. 2011.

M. Á. Serrano, J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Topological Properties in Ontology-based Applications,” in 11th International Conference on Intelligent Systems Design and Applications (ISDA 2011), 2011, pp. 1329–1334.

2010

J. Garrido, J. Gómez-Romero, M. Delgado, and I. Requena, “Knowledge Mobilization to Support Environmental Impact Assessment: A Model and an Application,” in International Conference on Knowledge Engineering and Ontology Development (KEOD 2010), 2010, pp. 193–199.

J. Gómez-Romero, A. Berlanga, J. M. Molina, and Á. Ramos Gómez, “Evaluación de Riesgos en Redes Eléctricas: una Aproximación Difusa,” in III Simposio sobre Lógica Fuzzy y Soft Computing (LFSC2010), 2010, pp. 123–130.

J. Gómez-Romero, J. García, M. Kandefer, J. Llinas, J. M. Molina, M. Á. Patricio, M. Prentice, and S. C. Shapiro, “Strategies and Techniques for Use and Exploitation of Contextual Information in High-Level Fusion Architectures,” in 13th International Conference on Information Fusion (Fusion 2010), 2010.

2009

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Crisp Representations and Reasoning for Fuzzy Ontologies,” Int. J. Uncertainty, Fuzziness Knowledge-Based Syst., vol. 17, no. 04, pp. 501–530, 2009.

F. Bobillo, M. Delgado, J. Gómez-Romero, and E. López, “A Semantic Fuzzy Expert System for a Fuzzy Balanced Scorecard,” Expert Syst. Appl., vol. 36, no. 1, pp. 423–433, 2009.

F. Bobillo, M. Delgado, J. Gómez-Romero, and U. Straccia, “Fuzzy Description Logics under Gödel Semantics,” Int. J. Approx. Reason., vol. 50, no. 3, pp. 494–514, 2009.

J. Gómez-Romero, J. García, M. Á. Patricio, and J. M. Molina, “Towards the Implementation of an Ontology-Based Reasoning System for Visual Information Fusion,” in 3rd Annual Skövde Workshop on Information Fusion Topics (SWIFT 2009), 2009, pp. 5–10.

J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Context-based Reasoning Using Ontologies to Adapt Visual Tracking in Surveillance,” in 6th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS 2009), 2009, pp. 226–231.

J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Towards Interoperability in Tracking Systems: an Ontology-based Approach,” in Methods and Models in Artificial and Natural Computation (IWINAC 2009), 2009, pp. 496–505.

J. Gómez-Romero, M. Á. Patricio, J. García, and J. M. Molina, “Ontological Representation of Context Knowledge for Visual Data Fusion,” in 12th International Conference on Information Fusion (Fusion 2009), 2009, pp. 2136–2143.

2008

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Optimizing the Crisp Representation of the Fuzzy Description Logic SROIQ,” in Uncertainty Reasoning for the Semantic Web I, vol. 5327, P. C. G. Costa, C. D’Amato, N. Fanizzi, K. B. Laskey, K. J. Laskey, T. Lukasiewicz, M. Nickles, and M. Pool, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2008, pp. 189–206.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Representation of context-dependant knowledge in ontologies: A model and an application,” Expert Syst. Appl., vol. 35, no. 4, pp. 1899–1908, 2008.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “A Crisp Representation for Fuzzy SHOIN with Fuzzy Nominals and General Concept Inclusions,” in Uncertainty Reasoning for the Semantic Web I, P. C. G. Costa, C. D’Amato, N. Fanizzi, K. B. Laskey, K. J. Laskey, T. Lukasiewicz, M. Nickles, and M. Pool, Eds. Springer Berlin Heidelberg, 2008, pp. 174–188.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “DeLorean: A Reasoner for Fuzzy OWL 1.1,” in 4th Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2008), 2008, pp. 13–24.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Representation of Context-Dependent Relevance Relations with Fuzzy Ontologies,” in Workshop on the Advancing Reasoning on the Web: Scalability and Commonsense (Area08), 2008, pp. 13–24.

2007

F. Bobillo, M. Delgado, and J. Gómez-Romero, “An Ontology Design Pattern for Representing Relevance in OWL,” in The Semantic Web, 2007, pp. 72–85.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Extending Fuzzy Description Logics with a Possibilistic Layer,” in 3th Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2007), 2007, pp. 133–134.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Optimizing the Crisp Representation of the Fuzzy Description Logics SROIQ,” in 3th Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2007), 2007, pp. 56–57.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Introducing Semantics and Vagueness in a Balanced Scorecard,” in Congreso Internacional de Inteligencia Computacional (CIIC 2007), 2007, pp. 97–102.

2006

F. Bobillo, M. Delgado, and J. Gómez-Romero, “A Crisp Representation for Fuzzy SHOIN with Fuzzy Nominals and General Concept Inclusions,” in 2th Workshop on Uncertainty Reasoning for the Semantic Web (URSW 2006), 2006, pp. 41–50.

F. Bobillo, M. Delgado, and J. Gómez-Romero, “Uso de Modelos de Restricción del Contexto para el Desarrollo de Aplicaciones Móviles Inteligentes,” in XIII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2006), 2 006, pp. 229–234.

2005

M. Delgado, J. Gómez-Romero, P. J. Magaña, and R. Pérez-Pérez, “A Flexible Architecture for Distributed Knowledge-based Systems with Nomadic Access through Handheld Devices,” Expert Syst. Appl., vol. 29, no. 4, pp. 965–975, Nov. 2005.