Research

Subareas

Description

Contributions to Artificial Intelligence and Data Science:
  • Machine Learning: mainly focused on unsupervised learning (Clustering and Hidden Markov Models). Nevertheless, we have also worked in the application of evolutionary computing (boosting) and Deep Learning (Convolutional Neural Networks) to supervised classification problems.
  • Evolutionary computation: mostly centered on mono and multi-objective Genetic Algorithms and Genetic Programing.
  • Social Network Analysis (SNA): application of AI and Machine Learning techniques to solve problems in complex networks, pattern recognition, development of new SNA algorithms, analysis of SNA technology… etc.
  • Swarm Intelligence: Mostly focused on the study of Ant Colony Optimization(ACO) algorithms.
  • Decision Support Systems: manly geared towards the design of man-in-the-loop information system for decision making in high complexity domains (aeronautics, aerospace, mining, medicine …etc)
  • Constraint Programing: mostly focused on the hybridization of classical Constraint Programming techniques with Evolutionary and Swarm Intelligence algorithms for solving Constraint Satisfaction Problems (CSP) for planning and resource allocation.
  • Graph Computing: we design evolutionary and swarm intelligence algorithms for community detection in complex networks.

Research members

Related Publications

127 entries « 1 of 3 »

2022

Huertas-Tato, Javier; Martín, Alejandro; Camacho, David

SILT: Efficient transformer training for inter-lingual inference Journal Article

In: Expert Systems with Applications, vol. 200, pp. 116923, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Camacho, David

Deep learning for all-vs-all conjunction detection Inproceedings

In: 5th Workshop on Key Topics in Orbit Propagation Applied to Space Situational Awareness (KePASSA), Logroño, Spain, 2022.

Abstract | BibTeX

Huertas-García, Álvaro; Martín, Alejandro; Huertas-Tato, Javier; Camacho, David

Exploring Dimensionality Reduction Techniques in Multilingual Transformers Miscellaneous

CoRR, 2022.

Abstract | Links | BibTeX

Stevenson, Emma; Rodriguez-Fernandez, Victor; Minisci, Edmondo; Camacho, David

A deep learning approach to solar radio flux forecasting Journal Article

In: Acta Astronautica, vol. 193, pp. 595-606, 2022, ISSN: 0094-5765.

Abstract | Links | BibTeX

Panizo-Lledot, Angel; Pedemonte, Mart'in; Bello-Orgaz, Gema; Camacho, David

Addressing Evolutionary-Based Dynamic Problems: A New Methodology for Evaluating Immigrants Strategies in MOGAs Journal Article

In: IEEE Access, vol. 10, pp. 27611–27629, 2022.

Links | BibTeX

2021

Stevenson, Emma; Rodriguez-Fernandez, Victor; Urrutxua, Hodei; Morand, Vincent; Camacho, David

Self-supervised machine learning based approach to orbit modelling applied to space traffic management Inproceedings

In: 11th International Association for the Advancement of Space Safety Conference (IAASS), (Virtual), Osaka, Japan, 2021.

Abstract | BibTeX

Huertas-García, Álvaro; Huertas-Tato, Javier; Martín, Alejandro; Camacho, David

CIVIC-UPM at CheckThat! 2021: Integration of Transformers in Misinformation Detection and Topic Classification Inproceedings

In: Conference and Labs of the Evaluation Forum (CLEF) Working Notes, pp. 520–530, 2021.

Abstract | Links | BibTeX

Javadi, Mahrokh; Ramirez-Atencia, Cristian; Mostaghim, Sanaz

Combining manhattan and crowding distances in decision space for multimodal multi-objective optimization problems Incollection

In: Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences, vol. 55, pp. 131–145, Springer, Cham, 2021, ISBN: 978-3-030-57422-2.

Abstract | Links | BibTeX

Guamán, Daniel; Delgado, Maria Soledad; Pérez, Jennifer

Classifying Model-View-Controller Software Applications Using Self-Organizing Maps Journal Article

In: IEEE Access, vol. 9, pp. 45201-45229, 2021, ISBN: 2169-3536.

Abstract | Links | BibTeX

Delgado, Maria Soledad; Morán, Federico; José, José Carlos San; Burgos, Daniel

Analysis of Students’ Behavior Through User Clustering in Online Learning Settings, Based on Self Organizing Maps Neural Networks Journal Article

In: IEEE Access, vol. 9, pp. 132592-132608, 2021, ISSN: 2169-3536 .

Abstract | Links | BibTeX

2020

Stevenson, Emma; Rodriguez-Fernandez, Victor; Minisci, Edmondo; Camacho, David

A deep learning approach to space weather proxy forecasting for orbital prediction Inproceedings

In: 71st International Astronautical Congress (IAC), The CyberSpace Edition, 2020.

Abstract | Links | BibTeX

Javadi, Mahrokh; Ramirez-Atencia, Cristian; Mostaghim, Sanaz

A novel grid-based crowding distance for multimodal multi-objective optimization Inproceedings

In: 2020 IEEE Congress on Evolutionary Computation (CEC), pp. 1–8, IEEE 2020, ISBN: 978-1-7281-6929-3.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Benecke, Tobias; Mostaghim, Sanaz

T-EA: A traceable evolutionary algorithm Inproceedings

In: 2020 IEEE Congress on Evolutionary Computation (CEC), pp. 1–8, IEEE 2020, ISBN: 978-1-7281-6929-3.

Abstract | Links | BibTeX

Panizo-LLedot, Angel; Bello-Orgaz, Gema; Camacho, David

A multi-objective genetic algorithm for detecting dynamic communities using a local search driven immigrant’s scheme Journal Article

In: Future Generation Computer Systems, vol. 110, pp. 960–975, 2020.

Links | BibTeX

Pedemonte, Martín; Panizo-LLedot, Ángel; Bello-Orgaz, Gema; Camacho, David

Exploring multi-objective cellular genetic algorithms in community detection problems Inproceedings

In: International Conference on Intelligent Data Engineering and Automated Learning, pp. 223–235, Springer 2020.

Links | BibTeX

Ramirez-Atencia, Cristian; Rodriguez-Fernandez, Victor; Camacho, David

A revision on multi-criteria decision making methods for multi-UAV mission planning support Journal Article

In: Expert Systems with Applications, vol. 160, pp. 113708, 2020, ISSN: 0957-4174.

Abstract | Links | BibTeX

Camacho, David; Panizo-LLedot, Ángel; Bello-Orgaz, Gema; Gonzalez-Pardo, Antonio; Cambria, Erik

The four dimensions of social network analysis: An overview of research methods, applications, and software tools Journal Article

In: Information Fusion, vol. 63, pp. 88–120, 2020.

Links | BibTeX

2019

Ramirez-Atencia, Cristian; Camacho, David

Constrained multi-objective optimization for multi-UAV planning Journal Article

In: Journal of Ambient Intelligence and Humanized Computing, vol. 10, no. 6, pp. 2467–2484, 2019, ISSN: 1868-5145.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Ser, Javier Del; Camacho, David

Weighted strategies to guide a multi-objective evolutionary algorithm for multi-UAV mission planning Journal Article

In: Swarm and Evolutionary Computation, vol. 44, pp. 480–495, 2019, ISSN: 2210-6502.

Abstract | Links | BibTeX

Delgado, Maria Soledad; Moreno, Miguel; Vázquez, Luis; Martín-Gago, José A.; Briones, Carlos

Morphology Clustering Software for AFM Images, Based on Particle Isolation and Artificial Neural Networks Journal Article

In: 2019.

Abstract | Links | BibTeX

Hernández, Alfonso; Panizo-LLedot, Ángel; Camacho, David

An ensemble algorithm based on deep learning for tuberculosis classification Inproceedings

In: International conference on intelligent data engineering and automated learning, pp. 145–154, Springer 2019.

Links | BibTeX

Osaba, Eneko; Ser, Javier Del; Panizo-LLedot, Angel; Camacho, David; Galvez, Akemi; Iglesias, Andres

Combining bio-inspired meta-heuristics and novelty search for community detection over evolving graph streams Inproceedings

In: Proceedings of the genetic and evolutionary computation conference companion, pp. 1329–1335, 2019.

Links | BibTeX

2018

Ramirez-Atencia, Cristian

Automated mission planning and decision support systems for multiple unmanned aerial vehicles PhD Thesis

Universidad Autónoma de Madrid, 2018.

Links | BibTeX

Ramirez-Atencia, Cristian; Rodriguez-Fernandez, Victor; Camacho, David

A multi-criteria decision support system for multi-UAV mission planning Incollection

In: Data Science and Knowledge Engineering for Sensing Decision Support, vol. 11, pp. 1083–1090, World Scientific, 2018, ISBN: 978-981-3273-22-1.

Abstract | Links | BibTeX

Panizo-LLedot, Ángel; Bello-Orgaz, Gema; Carnero, Mercedes; Hernández, José; Sánchez, Mabel; Camacho, David

An Artificial Bee Colony algorithm for optimizing the design of sensor networks Inproceedings

In: International Conference on Intelligent Data Engineering and Automated Learning, pp. 316–324, Springer 2018.

Links | BibTeX

Camacho-Gómez, C.; Wang, X.; Pereira, E.; Díaz, I. M.; Salcedo-Sanz, S.

Active vibration control design using the Coral Reefs Optimization with Substrate Layer algorithm Journal Article

In: Engineering Structures, vol. 157, pp. 14-26, 2018, ISSN: 0141-0296.

Abstract | Links | BibTeX

2017

Ramirez-Atencia, Cristian; R-Moreno, Maria D; Camacho, David

Handling swarm of UAVs based on evolutionary multi-objective optimization Journal Article

In: Progress in Artificial Intelligence, vol. 6, iss. 3, pp. 263-274, 2017, ISSN: 2192-6352.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David

Solving complex multi-UAV mission planning problems using multi-objective genetic algorithms Journal Article

In: Soft Computing, vol. 21, iss. 17, pp. 4883-4900, 2017, ISSN: 1432-7643; 1433-7479.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Mostaghim, Sanaz; Camacho, David

A Knee Point Based Evolutionary Multi-objective Optimization for Mission Planning Problems Inproceedings

In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 1216–1223, ACM, Berlin, Germany, 2017, ISBN: 978-1-4503-4920-8.

Abstract | Links | BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

A study on performance metrics and clustering methods for analyzing behavior in UAV operations Journal Article

In: Journal of Intelligent and Fuzzy Systems, vol. 32, no. 2, pp. 1307–1319, 2017.

Links | BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

Analysing temporal performance profiles of UAV operators using time series clustering Journal Article

In: Expert Systems with Applications, vol. 70, pp. 103–118, 2017, ISSN: 0957-4174.

Links | BibTeX

Delgado, Maria Soledad; Higuera, Clara; Calle-Espinosa, Jorge; Morán, Federico; Montero, Francisco

A SOM prototype-based cluster analysis methodology Journal Article

In: Expert Systems with Applications, vol. 88, pp. 14-28, 2017, ISSN: 0957-4174.

Abstract | Links | BibTeX

Martín, Alejandro; Lara-Cabrera, Raúl; Fuentes-Hurtado, Félix; Naranjo, Valery; Camacho, David

EvoDeep: a new Evolutionary approach for automatic Deep Neural Networks parametrisation Journal Article

In: Journal of Parallel and Distributed Computing, 2017.

BibTeX

Martín, Alejandro; Fuentes-Hurtado, Félix; Naranjo, Valery; Camacho, David

Evolving deep neural networks architectures for Android malware classification Inproceedings

In: Evolutionary Computation (CEC), 2017 IEEE Congress on, pp. 1659–1666, IEEE 2017.

BibTeX

2016

Ramirez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David

A Weighted Penalty Fitness for a Hybrid MOGA-CSP to solve Mission Planning Problems Inproceedings

In: XI Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB 2016), pp. 305–314, 2016.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David

MOGAMR: A Multi-Objective Genetic Algorithm for Real-Time Mission Replanning Inproceedings

In: 2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016, ISBN: 978-1-5090-4240-1, 978-1-5090-4241-8.

Abstract | Links | BibTeX

Martín, Alejandro; Menéndez, Héctor D; Camacho, David

MOCDroid: multi-objective evolutionary classifier for Android malware detection Journal Article

In: Soft Computing, pp. 1–11, 2016.

BibTeX

Suárez, Óscar Manuel Losada; Rodríguez-Fernández, Víctor; Ramírez-Atencia, Cristian; Camacho, David

Desarrollo de una plataforma basada en Unity3D para la aplicación de IA en videojuegos Inproceedings

In: 3rd Congreso de la Sociedad Española para las Ciencias del Videojuego (CoSECiVi 2016), pp. 135–146, CEUR Workshop, Barcelona, Spain, 2016, ISSN: 16130073.

Abstract | Links | BibTeX

2015

Delgado, Maria Soledad; Morán, Federico; Mora, Antonio; Merelo, Juan Julián; Briones, Carlos

A novel representation of genomic sequences for taxonomic clustering and visualization by means of self-organizing maps Journal Article

In: Bioinformatics, vol. 31, no. 5, pp. 736-744, 2015, ISSN: 1367-4803.

Abstract | Links | BibTeX

Ramirez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, María D; Camacho, David

A Hybrid MOGA-CSP for Multi-UAV Mission Planning Inproceedings

In: Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference, pp. 1205–1208, ACM 2015.

Links | BibTeX

Ramírez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David

Performance Evaluation of Multi-UAV Cooperative Mission Planning Models Inproceedings

In: Computational Collective Intelligence - 7th International Conference, ICCCI 2015, Madrid, Spain, September 21-23, 2015, Proceedings, Part II, pp. 203–212, 2015.

Abstract | Links | BibTeX

Rodriguez-Fernández, Victor; Ramirez-Atencia, Cristian; Camacho, David

A Summary of Player Assessment in a Multi-UAV Mission Planning Serious Game Inproceedings

In: 2nd Congreso de la Sociedad Espa~nola para las Ciencias del Videojuego (CoSeCiVi 2015), 2015.

BibTeX

Rodriguez-Fernandez, Victor; Ramirez-Atencia, Cristian; Camacho, David

A multi-UAV Mission Planning videogame-based framework for player analysis Inproceedings

In: Evolutionary Computation (CEC), 2015 IEEE Congress on, pp. 1490–1497, IEEE 2015.

Abstract | Links | BibTeX

Palero, Fernando; Gonzalez-Pardo, Antonio; Camacho, David

Simple gamer interaction analysis through tower defense games Conference

6th International Conference on Computational Collective Intelligence Technologies and Applications (ICCCI 2014), Lecture Notes in Artificial Intelligence of Springer-Verlag, 2015.

BibTeX

Rodríguez-Fernández, Víctor; Menéndez, Héctor D; Camacho, David

User Profile Analysis for UAV Operators in a Simulation Environment Inproceedings

In: Computational Collective Intelligence - 7th International Conference, ICCCI 2015, Madrid, Spain, September 21-23, 2015. Proceedings, Part I, pp. 338–347, 2015.

Abstract | Links | BibTeX

Palero, Fernando; Ramirez-Atencia, Cristian; Camacho, David

Online gamers classification using k-means Incollection

In: Intelligent Distributed Computing VIII, pp. 201–208, Springer, Cham, 2015.

BibTeX

2014

Ramirez-Atencia, Cristian; Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David

Solving UAV Mission Planning based on Temporal Constaint Satisfaction Problem using Genetic Algorithms Inproceedings

In: Doctoral Program Proceedings of The 20th International Conference on Principles and Practice of Constraint Programming (CP 2014), 2014.

Abstract | BibTeX

Gonzalez-Pardo, Antonio; Camacho, David

Solving Resource-Constraint Project Scheduling Problems based on ACO algorithms Conference

Ninth International Conference on Swarm Intelligence (ANTS 2014)., vol. 8667, Lecture Notes in Computer Science of Springer-Verlag, 2014.

Links | BibTeX

Gonzalez-Pardo, Antonio; Camacho, David

A New CSP Graph-Based Representation to Resource-Constrained Project Scheduling Problem Conference

2014 IEEE Conference on Evolutionary Computation (CEC 2014), 2014.

BibTeX

Gonzalez-Pardo, Antonio; Palero, Fernando; Camacho, David

Micro and Macro Lemmings simulations based on ants colonies Conference

EvoApp 2014, vol. In press, 2014.

BibTeX

127 entries « 1 of 3 »