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

128 entries « 2 of 3 »

2014

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

Micro and Macro Lemmings simulations based on ants colonies Conference

EvoApp 2014, vol. In press, 2014.

BibTeX

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

An empirical study on collective intelligence algorithms for video games problem-solving Journal Article

In: Computing and Informatics, vol. In press, 2014, ISSN: 1335-9150.

BibTeX

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

A simple CSP-based model for unmanned air vehicle mission planning Inproceedings

In: 2014 IEEE International Symposium on Innovations in Intelligent Systems and Applications (INISTA) Proceedings, pp. 146–153, IEEE 2014.

BibTeX

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

Branching to find feasible solutions in unmanned air vehicle mission planning Inproceedings

In: International Conference on Intelligent Data Engineering and Automated Learning, pp. 286–294, Springer, Cham 2014.

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Ramirez-Atencia, Cristian

Modelling Unmanned Vehicles Mission Planning problems as Constraint Satisfaction Problems Masters Thesis

Universidad Autónoma de Madrid, 2014.

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Menendez, Hector D; Barrero, David F; Camacho, David

A Co-Evolutionary Multi-Objective approach for a K-adaptive graph-based clustering algorithm Inproceedings

In: Evolutionary Computation (CEC), 2014 IEEE Congress on, pp. 2724–2731, IEEE 2014.

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Menendez, Hector D; Camacho, David

A Multi-Objective Graph-based Genetic Algorithm for Image Segmentation Inproceedings

In: Innovations in Intelligent Systems and Applications (INISTA) Proceedings, 2014 IEEE International Symposium on, pp. 234–241, IEEE 2014.

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Gonzalez-Pardo, Antonio; Rosa, Angeles; Camacho, David

Behaviour-based identification of student communities in Virtual Worlds Journal Article

In: Computer Science and Information Systems (COMSIS), vol. 11, no. 1, pp. 195-213, 2014, ISSN: 1820-0214.

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Bello-Orgaz, Gema; Menéndez, Héctor D; Okazaki, Shintaro; Camacho, David

Combining Social-Based Data Mining Techniques To Extract Collective Trends From Twitter Journal Article

In: Malaysian Journal of Computer Science, vol. 27, no. 2, pp. 95–111, 2014.

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Menéndez, Héctor D; Barrero, David F; Camacho, David

A Genetic Graph-based Approach for Partitional Clustering Journal Article

In: International journal of neural systems, vol. 24, no. 03, 2014.

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Menéndez, Héctor D; Plaza, Laura; Camacho, David

Combining graph connectivity and genetic clustering to improve biomedical summarization Inproceedings

In: Evolutionary Computation (CEC), 2014 IEEE Congress on, pp. 2740–2747, IEEE 2014.

BibTeX

Bello-Orgaz, Gema; Menéndez, Héctor D; Okazaki, Shintaro; Camacho, David

Combining Social-Based Data Mining Techniques To Extract Collective Trends From Twitter Journal Article

In: Malaysian Journal of Computer Science, vol. 27, no. 2, 2014, ISBN: 0127-9084.

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Menéndez, Héctor D; Vindel, Rafael; Camacho, David

Combining time series and clustering to extract gamer profile evolution Incollection

In: Computational Collective Intelligence. Technologies and Applications, pp. 262–271, Springer International Publishing, 2014.

BibTeX

Bello-Orgaz, Gema; Camacho, David

Evolutionary clustering algorithm for community detection using graph-based information Inproceedings

In: Evolutionary Computation (CEC), 2014 IEEE Congress on, pp. 930–937, IEEE 2014.

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Menéndez, Héctor D; Otero, Fernando EB; Camacho, David

MACOC: a medoid-based ACO clustering algorithm Incollection

In: Swarm Intelligence, pp. 122–133, Springer International Publishing, 2014.

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Menéndez, Héctor D; Vázquez, Miguel; Camacho, David

Mixed Clustering Methods to Forecast Baseball Trends Incollection

In: Intelligent Distributed Computing VIII, pp. 175–184, Springer International Publishing, 2014.

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Menéndez, Héctor D; Otero, Fernando EB; Camacho, David

SACOC: A spectral-based ACO clustering algorithm Incollection

In: Intelligent Distributed Computing VIII, pp. 185–194, Springer International Publishing, 2014.

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Gonzalez-Pardo, Antonio; Camacho, David

Environmental influence in bio-inspired game level solver algorithms Conference

7th International Symposium on Intelligent Distributed Computing (IDC 2013)., vol. 511, Studies in Computational Intelligence Springer Berlin Heidelberg, 2014, ISBN: 978-3-319-01570-5.

BibTeX

2013

Gonzalez-Pardo, Antonio; Cajias, Raul; Camacho, David

An Agent-Based Simulation of Christakis-Fowler Social Model Conference

Proceedings of the 5th International Conference on Computational Collective Intelligence Technologies and Applications (ICCCI 2013), vol. 513, Lecture Notes in Artificial Intelligence of Springer-Verlag Springer Verlag, 2013, ISBN: 978-3-319-01786-0.

BibTeX

Bello-Orgaz, Gema; Menéndez, Héctor D; Okazaki, Shintaro; Camacho, David

Extracting Collective Trends from Twitter Using Social-Based Data Mining Incollection

In: 5th International Conference on Computational Collective Intelligence (ICCCI 2013), pp. 622–630, Springer-Verlag, 2013.

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Bello-Orgaz, Gema; Barrero, David F; R-Moreno, Maria D; Camacho, David

Acquisition of Business Intelligence from Human Experience in Route Planning Journal Article

In: Enterprise Information Systems, no. Impact Factor: 9.26-Q1, 2013, ISSN: 1751-7575.

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Barrero, David F; Menéndez, Héctor D; Camacho, David

A Multi-Objective Genetic Graph-based Clustering Algorithm with Memory Optimization Conference

IEEE Congress on Evolutionary Computation (CEC 2013), 2013.

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Plaza, Laura; Menéndez, Héctor D; Camacho, David

A Genetic Graph-based Clustering approach to Biomedical Summarization Conference

Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics, no. 10, WIMS '13 ACM Press, Madrid, Spain, 2013, ISBN: 978-1-4503-1850-1/13/06.

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Bello-Orgaz, Gema; Camacho, David

Comparative study of text clustering techniques in virtual worlds Conference

Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics, WIMS '13 ACM Press, Madrid, Spain, 2013, ISBN: 978-1-4503-1850-1/13/06.

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Gonzalez-Pardo, Antonio; Camacho, David

A new CSP graph-based representation for Ant Colony Optimization Conference

2013 IEEE Conference on Evolutionary Computation (CEC 2013), vol. 1, 2013.

BibTeX

Gonzalez-Pardo, Antonio; Camacho, David

Environmental influence in bio-inspired game level solver algorithms Conference

Proceedings of the 7th International Symposium on Intelligent Distributed Computing - IDC 2013, Studies in Computational Intelligence Springer Berlin Heidelberg, 2013.

BibTeX

Menendez, Hector D; Bello-Orgaz, Gema; Camacho, David

Extracting Behavioural Models from 2010 FIFA World Cup Journal Article

In: Journal of Systems Science and Complexity, vol. 26, no. 1, pp. 43-61, 2013, ISSN: 1009-6124.

Abstract | Links | BibTeX

Barrero, David F; R-Moreno, Maria D; Camacho, David

Improving experimental methods on success rates in Evolutionary Computation Journal Article

In: Journal of Experimental & Theoretical Artificial Intelligence, 2013, ISSN: 1362-3079.

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2012

Camacho, David; Granados, Ana; Rodrí­guez, Francisco Borja

Is the contextual information relevant in text clustering by compression? Journal Article

In: Expert Systems with Applications, vol. 39, no. 10, pp. 8537 - 8546, 2012, ISSN: 0957-4174.

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Gonzalez-Pardo, Antonio; Camacho, David

Maximal Component detection in graphs using swarm-based and genetic algorithms Conference

Proceedings of the 6th International Symposium on Intelligent Distributed Computing - IDC 2012, vol. 446, Studies in Computational Intelligence Springer Berlin Heidelberg, 2012, ISBN: 978-3-642-32523-6.

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Bello-Orgaz, Gema; Menendez, Hector D; Camacho, David

Adaptive K-Means Algorithm for overlapped graph clustering Journal Article

In: International Journal of Neural Systems, vol. 22 (Impact Factor:5.1 -Q1), no. 05, pp. 1250018 1–19, 2012, ISSN: 0129-0657.

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Gonzalez-Pardo, Antonio; Varona, Pablo; Camacho, David; Rodrí­guez, Francisco Borja

Communication by identity in bio-inspired multi-agent systems Journal Article

In: International Journal Concurrency and Computation: Practice & Experience., vol. 2012, no. 24, pp. 589-603, 2012, ISSN: 1532-0626.

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Menéndez, Héctor D; Camacho, David

A Genetic Graph-Based Clustering Algorithm Incollection

In: Intelligent Data Engineering and Automated Learning - IDEAL 2012, vol. 7435, pp. 216-225, Springer Berlin / Heidelberg, 2012, ISSN: 978-3-642-32638-7, (10.1007/978-3-642-32639-4_27).

Abstract | Links | BibTeX

Bello-Orgaz, Gema; R-Moreno, Maria D; Camacho, David; Barrero, David F

Clustering avatars behaviours from virtual worlds interactions Inproceedings

In: Proceedings of the 4th International Workshop on Web Intelligence & Communities, pp. 4:1–4:7, ACM, New York, NY, USA, 2012, ISSN: 978-1-4503-1189-2.

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Menéndez, Héctor D; Bello-Orgaz, Gema; Camacho, David

Features selection from high-dimensional web data using clustering analysis Inproceedings

In: Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics, pp. 20:1–20:9, ACM, New York, NY, USA, 2012, ISSN: 978-1-4503-0915-8.

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2011

Cajias, Raul; Gonzalez-Pardo, Antonio; Camacho, David

A Multi-Agent Simulation Platform Applied to the Study of Urban Traffic Lights Conference

Proceedings of the 6th International Conference on Software and Data Technologies, vol. 1, 2011, ISBN: 978-989-8425-76-8.

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Camacho, David; Granados, Ana; Cebrián, Manuel; Rodrí­guez, Francisco Borja

Reducing the Loss of Information through Annealing Text Distortion Journal Article

In: IEEE Transactions on Knowledge and Data Engineering, vol. 23, no. 7, pp. 1090-1102, 2011, ISSN: 1041-4347.

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Cajias, Raul; González-Pardo, Antonio; Camacho, David

A Swarm Simulation Platform For Agent-Based Social Simulations Conference

5th International Symposium on Intelligent Distributed Computing (IDC 2011), vol. 382, Springer Berlin / Heidelberg, 2011, ISBN: 978-3-642-24012-6.

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Jiménez-Díaz, Guillermo; Menéndez, Héctor D; Camacho, David; González-Calero, Pedro A

Predicting Performance in Team Games Conference

ICAART 2011 - Proceedings of the 3ed International Conference on Agents and Artificial Intelligence, vol. Vol 1, INSTICC Institude - for systems and Control Technologies of Information and Communication, 2011, ISBN: 978-989-8425-40-3.

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Cajias, Raul; Gonzalez-Pardo, Antonio; Camacho, David

A Multi-Agent Traffic Simulation Framework for Evaluating the Impact of Traffic Lights Conference

Proceedings of the 3rd International Conference on Agents and Artificial Intelligence (ICAART), vol. 2, Communications in Computer and Information Science Springer Berlin / Heidelberg, 2011, ISBN: 978-989-8425-41-6.

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Bello-Orgaz, Gema; Cajias, Raul; Camacho, David

Study on the Impact of Crowd-Based Voting Schemes in the ’Eurovision’ European Contest Inproceedings

In: 1st International Conference on Web Intelligence, Mining and Semantics (WIMS’11), ACM Press, 2011.

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Bello-Orgaz, Gema; Menéndez, Héctor D; Camacho, David

Using the Clustering Coefficient to Guide a Genetic-Based Communities Finding Algorithm Incollection

In: Intelligent Data Engineering and Automated Learning - IDEAL 2011, vol. 6936, pp. 160-169, Springer Berlin / Heidelberg, 2011, ISSN: 978-3-642-23877-2.

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2010

Gonzalez-Pardo, Antonio; Rodrí­guez, Francisco Borja; Pulido, Estrella; Camacho, David

Using Virtual Worlds for Behaviour Clustering-based Analysis Conference

ACM Workshop on Surreal Media and Virtual Cloning, SMVC '10 ACM, ACM New York, NY, USA, 2010, ISSN: 978-1-60558-933-6.

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Gonzalez-Pardo, Antonio; Varona, Pablo; Camacho, David; Rodrí­guez, Francisco Borja

Optimal message interchange in a self-organizing multi-agent system Conference

Intelligent Distributed Computing IV, vol. 315, Studies in Computational Intelligence IV Springer Verlag Berlin Heidelberg, 2010, ISSN: 978-3-642-15210-8.

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Gonzalez-Pardo, Antonio; Granados, Ana; Camacho, David; Rodrí­guez, Francisco Borja

Influence of music representation on compression-based clustering Conference

IEEE World Congress on Computational Intelligence, IEEE Xplore, 2010, ISSN: 978-1-4244-6910-9.

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Barrero, David F; Gonzalez-Pardo, Antonio; Camacho, David; R-Moreno, Maria D

Distributed Parameter Tunning for Genetic Algorithm Journal Article

In: Computer Science and Information Systems (COMSIS), vol. 7, no. 3, pp. 661-677, 2010, ISSN: 1820-0214.

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Granados, Ana; Martínez, Rafael; Camacho, David; Rodrí­guez, Francisco Borja

Relevance of Contextual Information in Compression-Based Text Clustering Inproceedings

In: IDEAL, pp. 259-266, 2010.

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R-Moreno, Maria D; Camacho, David; Barrero, David F; Gutierrez, Miguel

A Decision Support System for Logistics Operations Inproceedings

In: SOCO, pp. 103-110, 2010.

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2009

Barrero, David F; Camacho, David; R-Moreno, Maria D

A Framework for Agent-Based Evaluation of Genetic Algorithms Inproceedings

In: IDC, pp. 31-41, 2009.

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Aler, Ricardo; Valls, José Marí­a; Camacho, David; López, Alberto

Programming Robosoccer agents by modeling human behavior Journal Article

In: Expert Syst. Appl., vol. 36, no. 2, pp. 1850-1859, 2009.

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128 entries « 2 of 3 »