Applied Intelligence & Data Analysis

Members

1-Faculty/Staff / Camacho, David

David Camacho is currently working as Associate Professor in the Computer Science Department at Universidad Autónoma de Madrid (Spain). He is the founder and head of the Applied Intelligence & Data Analysis Group (http://aida.ii.uam.es). He received a Ph.D. in Computer Science (2001) from Universidad Carlos III de Madrid, and a B.S. in Physics (1994) from Universidad Complutense de Madrid. He has published more than 150 journals, books, and conference papers. His research interests include Data Mining (Clustering), Computational Intelligence (mainly in Evolutionary Computation: GA & GP, Swarm Intelligence: ACO algorithms), Multi- Agent Systems & DSS (Unmanned Air Vehicles) and Videogames.

Contact Information

  • Institute: Departamento de Ingenierí­a Informática. Escuela Politécnica Superior. Universidad Autónoma de Madrid.
  • Address: C/Francisco Tomás y Valiente 11, 28049 Madrid, Spain
  • Office: B-433
  • Phone Number: +34 91 497-2288
  • Email: david.camacho (you know what symbol goes here) uam.es

131 entries « 1 of 3 »

2017

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

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

Progress in Artificial Intelligence, In Press , pp. 1–12, 2017, ISSN: 2192-6352.

Abstract | Links | BibTeX | Tags: Constraint Satisfaction Problems, Mission Planning, Multi-Objective Genetic Algorithm, Unmanned Aerial Vehicles

2016

Bello-Orgaz, Gema ; Ramirez-Atencia, Cristian ; Fradera-Gil, Jaime ; Camacho, David

GAMPP: Genetic Algorithm for UAV Mission Planning Problems Incollection

Intelligent Distributed Computing IX, pp. 167–176, Springer International Publishing, 2016.

Abstract | Links | BibTeX | Tags: Genetic Algorithms, Mission Planning, Unmanned Aircraft Systems

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

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

Abstract | Links | BibTeX | Tags: Constraint Satisfaction Problems, Mission Planning, Muli-UAV, Multi-Objective Genetic Algorithm, Multi-objective Optimization, NSGA2, Unmanned Aerial Vehicles

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

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

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

Abstract | Links | BibTeX | Tags: Constraint Satisfaction Problems, Metaheuristics, Mission Planning, Multi-objective Optimization, NSGA2, Replanning, Unmanned Aircraft Systems

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

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

Camacho, David ; Gómez Martín, Marco Antonio ; González Calero, Pedro Antonio (Ed.): 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 | Tags: Agentes inteligentes, Inteligencia artificial, Plataforma software, Unity3D, Videojuegos

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

Soft Computing, In Press , pp. 1–18, 2016, ISSN: 1432-7643; 1433-7479.

Abstract | Links | BibTeX | Tags: Constraint Satisfaction Problems, Genetic Algorithms, Mission Planning, Multi-objective Optimization, NSGA2, Unmanned air vehicles

2015

Rodríguez-Fernández, Víctor ; Gonzalez-Pardo, Antonio ; Camacho, David

Modeling the Behavior of Unskilled Users in a Multi-UAV Simulation Environment Incollection

Intelligent Data Engineering and Automated Learning--IDEAL 2015, pp. 441–448, Springer International Publishing, 2015.

Abstract | Links | BibTeX | Tags: behavioral patterns, Hidden Markov Model, Human-Machine Interaction, UAV

RodrÍguez-Fernández, Víctor ; Ramirez-Atencia, Cristian ; Camacho, David

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

2st Congreso de la Sociedad Española para las Ciencias del Videojuego, pp. 186–191, 2015.

Abstract | Links | BibTeX | Tags: Mission Planning, Muli-UAV, Multi-objective Optimization, Player Assessment, Serious Games, Unmanned Aircraft Systems

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

Diseño de un Simulador de Bajo Coste para Vehículos Aéreos no Tripulados Inproceedings

Actas del X Congreso español sobre metaheurísticas, algoritmos evolutivos y bioinspirados: MAEB, pp. 447-454, Mérida, Cáceres, 2015, ISBN: 978-84-697-2150-6.

Abstract | Links | BibTeX | Tags: Computer-based Simulation, Unmanned Aircraft Systems, Web Application Development

Palero, Fernando; Palero, Antonio Gonzalez-Pardo Fernando; 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 | Tags: Data Analysis, Data Mining, Videogames

Bello-Orgaz, Gema ; Hernandez-Castro, Julio ; Camacho, David

A Survey of Social Web Mining Applications for Disease Outbreak Detection Incollection

Intelligent Distributed Computing VIII, pp. 345–356, Springer International Publishing, 2015.

Links | BibTeX | Tags: Epidemic Intelligence, Outbreak Detection, Social Networks, Web Data Mining

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

Online Gamers Classification Using K-means Incollection

Intelligent Distributed Computing VIII, pp. 201–208, Springer International Publishing, 2015.

Abstract | Links | BibTeX | Tags: K-Means, Player Strategies, Real Time Strategy Game, Sliding Windows, Video Games

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

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

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

Abstract | Links | BibTeX | Tags: Mission Planning, Multi-objective Optimization, Player Assessment, Serious Games, Unmanned Aircraft Systems

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

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

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

Links | BibTeX | Tags: Constraint Satisfaction Problems, Genetic Algorithms, Mission Planning, Multi-objective Optimization, Unmanned Aircraft Systems

Ramírez-Atencia, Cristian; Orgaz, Gema Bello; Rodríguez-Moreno, María Dolores; Camacho, David

Performance Evaluation of Multi-UAV Cooperative Mission Planning Models Inproceedings

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

Abstract | Links | BibTeX | Tags: branch and bound, Constraint Satisfaction Problems, Mission Planning, Unmanned Aircraft Systems

Rodriguez-Fernandez, Victor ; Menendez, Hector D; Camacho, David

Design and development of a lightweight multi-UAV simulator Inproceedings

Cybernetics (CYBCONF), 2015 IEEE 2nd International Conference on, pp. 255–260, IEEE 2015.

Abstract | Links | BibTeX | Tags: Computer-based Simulation, Human-Machine Interaction, UAV, web

Fern{'a}ndez, V{i}ctor Rodr{i}guez

Development of a Multi-UAV Simulator to Analyze the Behavior of Operators in Coastal Surveillance Missions Journal Article

2015.

BibTeX | Tags: Human

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

User Profile Analysis for {UAV} Operators in a Simulation Environment Inproceedings

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

Abstract | Links | BibTeX | Tags: behavioral patterns, Clustering, Computer-based Simulation, Human-Machine Interaction, Performance Metrics, UAV, Videogames

2014

Ramirez-Atencia, Cristian ; Bello-Orgaz, Gema ; Camacho, David ; others,

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

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

Abstract | Links | BibTeX | Tags: Genetic Algorithms, Mission Planning, Temporal Constraint Satisfaction Problems, Unmanned Aircraft Systems

Gonzalez-Pardo, Antonio; Camacho, David

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

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

Links | BibTeX | Tags: Ant Colony Optimization, Computational Intelligence, Constraint Satisfaction Problems, CSP-graph based representation

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.

Links | BibTeX | Tags: Ant Colony Optimization, Computational Intelligence, Constraint Satisfaction Problems, CSP-graph based representation

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

Micro and Macro Lemmings simulations based on ants colonies Conference

EvoApp 2014, In press , 2014.

BibTeX | Tags: Ant Colony Optimization, Constraint Satisfaction Problems, CSP-graph based representation, Videogames

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

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

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

BibTeX | Tags: Ant Colony Optimization, Constraint Satisfaction Problems, CSP-graph based representation, Videogames

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

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

Computer Science and Information Systems (COMSIS), 11 (1), pp. 195-213, 2014, ISSN: 1820-0214.

Links | BibTeX | Tags: Computer-based Education, Data Mining, Normalized Compression Distance, Virtual World

Gonzalez-Pardo, Antonio; Camacho, David

Environmental influence in bio-inspired game level solver algorithms Conference

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

BibTeX | Tags: Ant Colony Optimization, Computational Intelligence, Genetic Algorithms, Videogames

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

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

Malaysian Journal of Computer Science, 27 (2), 2014, ISBN: 0127-9084.

Links | BibTeX | Tags: Classification, Clustering, Collective Trends, Social Network, Twitter

Bello-Orgaz, Gema ; Camacho, David

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

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

Links | BibTeX | Tags: Clustering, Community Detection, Genetic Algorithms, Graph Theory

Ramirez-Atencia, Cristian ; Bello-Orgaz, Gema ; Camacho, David ; others,

A simple CSP-based model for Unmanned Air Vehicle Mission Planning Inproceedings

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

Abstract | Links | BibTeX | Tags: Backtracking, Mission Planning, Temporal Constraint Satisfaction Problems, Unmanned Aircraft Systems

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

Branching to Find Feasible Solutions in Unmanned Air Vehicle Mission Planning Incollection

Intelligent Data Engineering and Automated Learning--IDEAL 2014, 8669 , pp. 286–294, Springer International Publishing, 2014.

Abstract | Links | BibTeX | Tags: branch and bound, Mission Planning, Temporal Constraint Satisfaction Problems, Unmanned Aircraft Systems

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

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

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

BibTeX | Tags: Clustering, Genetic Algorithms, Graph Theory, Multi-objective Algorithms

Men{'e}ndez, H{'e}ctor D; Barrero, David F; Camacho, David

A Genetic Graph-based Approach for Partitional Clustering Journal Article

International journal of neural systems, 24 (03), 2014.

BibTeX | Tags: Clustering, Genetic Algorithms, Graph Theory

Menendez, Hector D; Camacho, David

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

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

BibTeX | Tags: Clustering, Genetic Algorithms, Graph Theory, Multi-objective Algorithms

Men{'e}ndez, H{'e}ctor D; Plaza, Laura ; Camacho, David

Combining graph connectivity and genetic clustering to improve biomedical summarization Inproceedings

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

BibTeX | Tags: automatic summarization, Clustering, Genetic Algorithms

Men{'e}ndez, H{'e}ctor D; Otero, Fernando EB ; Camacho, David

MACOC: a medoid-based ACO clustering algorithm Incollection

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

BibTeX | Tags: Ant Colony Optimization, Clustering

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), 513 , Lecture Notes in Artificial Intelligence of Springer-Verlag Springer Verlag, 2013, ISBN: 978-3-319-01786-0 .

BibTeX | Tags: Multi-agents systems, Social Networks

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

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

Costin Badica, Nguyen N T; Brezovan, M (Ed.): 5th International Conference on Computational Collective Intelligence (ICCCI 2013), pp. 622–630, Springer-Verlag, 2013.

Links | BibTeX | Tags: Classification, Clustering, Collective Trends, Data Mining, Social Network, Twitter

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

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

Enterprise Information Systems, (Impact Factor: 9.26-Q1), 2013, ISSN: 1751-7575.

Links | BibTeX | Tags: Business Intelligence, Data Mining, Genetic Algorithms, Graph Theory

David F. Barrero María D. R-Moreno, Bonifacio Castaño ; Camacho, David

Effects of the Lack of Selective Pressure on the Expected Run-Time Distribution in Genetic Programming Conference

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

Links | BibTeX | Tags: distribution, genetic programming

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

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

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

Links | BibTeX | Tags: Clustering, Genetic Algorithms, Graph Theory, Multi-objective Algorithms

Héctor Menéndez, Laura Plaza ; Camacho, David

A Genetic Graph-based Clustering approach to Biomedical Summarization Conference

Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics, (10), WIMS '13 ACM, Madrid, Spain, 2013, ISBN: 978-1-4503-1850-1/13/06.

Links | BibTeX | Tags: automatic summarization, Clustering, Genetic Algorithms, natural language processing, summarization

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, Madrid, Spain, 2013, ISBN: 978-1-4503-1850-1/13/06.

Links | BibTeX | Tags: avatar behaviours, clustering algorithms, distance measures, mahout library, text clustering

Granados, Ana ; Martínez, Rafael ; Camacho, David ; Rodríguez, FranciscodeBorja

Improving NCD accuracy by combining document segmentation and document distortion Journal Article

Knowledge and Information Systems, pp. 1-23, 2013, ISSN: 0219-1377.

Links | BibTeX | Tags: Algorithmic information theory; Data compression; Information filtering; Word removal; Document representation

Gonzalez-Pardo, Antonio; Camacho, David

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

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

Links | BibTeX | Tags: Ant Colony Optimization, Computational Intelligence, Constraint Satisfaction Problems, CSP-graph based representation

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 | Tags: Ant Colony Optimization, Computational Intelligence, Genetic Algorithms, Multi-agents systems, Videogames

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

Extracting Behavioural Models from 2010 FIFA World Cup Journal Article

Journal of Systems Science and Complexity, 26 (1), pp. 43-61, 2013, ISSN: 1009-6124.

Abstract | Links | BibTeX | Tags: Clustering, Information Extraction, knowledge-based

Berns Anke; Gonzalez-Pardo, Antonio; Camacho David

Game-like language learning in 3-D virtual environments Journal Article

Computers & Education, 60 (1), pp. 210-220, 2013, ISSN: 0360-1315.

Links | BibTeX | Tags: Computer-based Education, Virtual World

Barrero, David F; R-Moreno, Mar'ia ; Camacho, David

Improving experimental methods on success rates in Evolutionary Computation Journal Article

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

BibTeX | Tags: Evolutionary Computation

2012

David F. Barrero Julio Cesar, María R-Moreno David Camacho D

A Genetic Tango Attack Against the David-Prasad RFID Ultralightweight Authentication Protocol Journal Article

Expert Systems, The journal of Knowledge Engineering, pp. 1-11, 2012, ISSN: 0952-1976.

Links | BibTeX | Tags: genetic programming, RFID, security, tango attack, ultra-lightweight cryptography

Ana Granados, David Camacho ; Rodríguez, Francisco Borja

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

Expert Systems with Applications, 39 (10), pp. 8537 - 8546, 2012, ISSN: 0957-4174.

Links | BibTeX | Tags: Compression-based text clustering, Contextual information, Word removal

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, 446 , Studies in Computational Intelligence Springer Berlin Heidelberg, 2012, ISBN: 978-3-642-32523-6.

Links | BibTeX | Tags: Ant Colony Optimization, Computational Intelligence, Genetic Algorithms, Graph Theory

131 entries « 1 of 3 »