Jesus Cerquides, Tenured Researcher
Barcelona, Spain
Research field: Computer and Information Science - Artificial Intelligence
Machine Learning, Bayesian learning Probabilistic Graphical Models, Multiagent systems, Distributed constraint optimization
Publications
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Journal Article (14)
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Nayyar A. Zaidi, Jesus Cerquides, Mark J. Carman et al. (2013) Alleviating Naive Bayes Attribute Independence Assumption by Attribute Weighting. In Journal of Machine Learning Research.
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Meritxell Vinyals, Juan A. Rodríguez-Aguilar, Jesus Cerquides (2011) Constructing a unifying theory of dynamic programming DCOP algorithms via the generalized distributive law, 439-464. In Autonomous Agents and Multi-Agent Systems 3 (22).Download PDF (703.58 KB)
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Meritxell Vinyals, Juan A. Rodríguez-Aguilar, Jesus Cerquides (2010) A Survey on Sensor Networks from a Multiagent perspective. In The Computer Journal.Download PDF (225.48 KB)Download PDF (948.17 KB)
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Andrea Giovannucci, Jesus Cerquides, Juan A. Rodríguez-Aguilar (2010) Composing Supply Chains Through Multiunit Combinatorial Reverse Auctions With Transformability Relationships Among Goods, 767-778. In IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans 40 (4).
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Andrea Giovannucci, Jesus Cerquides, Ulle Endriss et al. (2009) A graphical formalism for mixed multi-unit combinatorial auctions, 342-368. In Autonomous Agents and Multi-Agent Systems 20 (3).Download PDF (1.87 MB)Download PDF (485.53 KB)
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Meritxell Vinyals, Andrea Giovannucci, Jesus Cerquides et al. (2008) A test suite for the evaluation of mixed multi-unit combinatorial auctions, 130-150. In Journal of Algorithms 63 (1-3).
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Andrea Giovannucci, Juan A. Rodríguez-Aguilar, Antonio Reyes-Moro et al. (2008) Enacting agent-based services for automated procurement, 183-199. In Engineering Applications of Artificial Intelligence 21 (2).
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Jesus Cerquides, Maite López-Sánchez, Antonio Reyes-Moro et al. (2007) Enabling assisted strategic negotiations in actual-world procurement scenarios, 189-220. In Electronic Commerce Research 7 (3-4).Download PDF (1.02 MB)
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Andrea Giovannucci, Juan A. Rodríguez-Aguilar, Meritxell Vinyals et al. (2007) Mixed multi-unit combinatorial auctions for supply chain management, 58-60. In ACM SIGecom Exchanges 7 (1).Download PDF (113.2 KB)
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Ying Yang, Geoffrey I. Webb, Jesus Cerquides et al. (2007) To Select or To Weigh: A Comparative Study of Linear Combination Schemes for SuperParent-One-Dependence Estimators, 1652-1665. In IEEE Transactions on Knowledge and Data Engineering 19 (12).Download PDF (3.34 MB)
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Book (1)
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Jesus Cerquides (2003) Improving Bayesian Network Classifiers. In Monografies de l’Institut d’Investigació en Intel.ligència Artificial. Consejo Superior de Investigaciones Científicas.Download PDF (1.2 MB)
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Book Section (1)
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Maite López-Sánchez, Jesus Cerquides (2008) Formation Maintenance for Autonomous Robots by Steering Behavior Parameterization. In Recent advances in control Systems, Robotics and Automation.Download PDF (224.24 KB)
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Conference Proceedings (54)
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Toni Penya-Alba, Jesus Cerquides, J.A. Rodriguez-Aguilar et al. (2012) A Scalable Message-Passing Algorithm for Supply Chain Formation, 1436-1442. In Proceedings of the Twenty-Sixth Conference on Artificial Intelligence, AAAI 2012.Download PDF (987.76 KB)
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Victor Bellon, Jesus Cerquides, Ivo Grosse (2012) Cancer diagnosis with mass spectrometry and Gaussian Join Tree classifiers.. In Bayesian Methods in Biostatistics and Bioinformatics 21 (3).Download PDF (177.35 KB)
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Arturo Ribes, Jesus Cerquides, Yiannis Demiris et al. (2012) Context-GMM: Incremental Learning of Sparse Priors for Gaussian Mixture Regression, To appear. In IEEE International Conference on Robotics and Biomimetics (ROBIO 2012).Download PDF (414.99 KB)
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Victor Bellón, Jesus Cerquides, Ivo Grosse (2012) Gaussian Join Tree classifiers with applications to mass spectra classification, 19-26. In Sixth European Workshop on Probabilistic Graphical Models (PGM 2012).Download PDF (685.85 KB)
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Arturo Ribes, Jesus Cerquides, Yiannis Demiris et al. (2012) Incremental Learning of an Optical Flow Model for Sensorimotor Anticipation in a Mobile Robot. In ICDL-EpiRob 2012: IEEE Conference on Development and Learning and Epigenetic Robotics.Download PDF (697.3 KB)
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Toni Penya-Alba, Jesus Cerquides, Juan A. Rodriguez-Aguilar et al. (2012) RB-LBP: Scaling up decentralized supply chain formation, 6-12. In AAMAS Workshop on Optimization in Multi agent systems, OPTMAS 2012.Download PDF (90.39 KB)
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Toni Penya-Alba, Jesus Cerquides, J.A. Rodriguez-Aguilar et al. (2012) Scalable decentralized supply chain formation through binarized belief propagation (Extended Abstract), 1275-1276. In International Conference on Autonomous Agents and Multi Agent Sytems, AAMAS 2012.Download PDF (268.99 KB)
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Jesus Cerquides, Pedro Meseguer (2012) Speeding Up 2-way Number Partitioning, 223-227. In ECAI.Download PDF (535.12 KB)
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T. Penya-Alba, M. Pujol-Gonzalez, M Esteva et al. (2011) ABC4MAS: Assembling business collaborations for MAS, 431–432. In Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011 IEEE/WIC/ACM International Conference on.Download PDF (456.97 KB)
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Marc Pujol-gonzalez, Jesus Cerquides, Pedro Meseguer et al. (2011) Communication-constrained DCOPs : Message approximation in GDL with function filtering. In Proceedings of the 10th International Conference on Autonomous Agents and Multiagent Systems.Download PDF (723.59 KB)Download PDF (723.27 KB)
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Thesis (1)
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Jesus Cerquides (2011) Computational Topology, 40.Download PDF (1016.68 KB)
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Awards and Grants
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Nov 2011Best Student in Mathematics at the UAB
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Sep 1995Best Student in Computer Science in Spain
Biographical Information
Jesús Cerquides is a tenured scientist at the Artificial Intelligence Research Institute (IIIA) of the Spanish Council for Scientific Research where he works in the Department of Learning Systems.
He is actively conducting research in the areas of probabilistic graphical models and multi-agent systems. Formerly he was associate professor in the University of Barcelona, where he founded the Volume Visualization and Artificial Intelligence Research Group. Prior to that he was head of iSOCOLab, Chief Technology Officer and member of the board at Intelligent Software Components and Associate Director at UBS IT Research Lab. He obtained his MSc in Informatics (1995) and was awarded as the best 1995 degree level student in Computer Science in Spain. He got his PhD in Artificial Intelligence (2003) from Technical University of Catalonia.
Prof. Cerquides has lead several industrial research projects and participated in many academic research projects in the areas of machine learning and multi-agent systems. He is actively publishing in the main conferences and journals in these areas. He has served in the program committee of several first level conferences such as ECML or AAMAS and workshops such as PGM, AMEC and GTDT. He has reviewed papers for the most relevant artificial intelligence journals. He has acted as reviewer for Spanish and Czech research programmes. He actively collaborates with the next Einstein Initiative by teaching regularly at the African Institute for Mathematical Sciences to help in the scientific development of African students.
He is actively conducting research in the areas of probabilistic graphical models and multi-agent systems. Formerly he was associate professor in the University of Barcelona, where he founded the Volume Visualization and Artificial Intelligence Research Group. Prior to that he was head of iSOCOLab, Chief Technology Officer and member of the board at Intelligent Software Components and Associate Director at UBS IT Research Lab. He obtained his MSc in Informatics (1995) and was awarded as the best 1995 degree level student in Computer Science in Spain. He got his PhD in Artificial Intelligence (2003) from Technical University of Catalonia.
Prof. Cerquides has lead several industrial research projects and participated in many academic research projects in the areas of machine learning and multi-agent systems. He is actively publishing in the main conferences and journals in these areas. He has served in the program committee of several first level conferences such as ECML or AAMAS and workshops such as PGM, AMEC and GTDT. He has reviewed papers for the most relevant artificial intelligence journals. He has acted as reviewer for Spanish and Czech research programmes. He actively collaborates with the next Einstein Initiative by teaching regularly at the African Institute for Mathematical Sciences to help in the scientific development of African students.
CV
Professional Experience
2010 - Present
Tenured Researcher at IIIA-CSIC
Bellaterra, Spain
Bellaterra, Spain
Jan 2003 - Jan 2010
Assistant Professor at University of Barcelona
Barcelona, Spain
Barcelona, Spain
Education
Sep 2007 - Jul 2011
Autonomous University of Barcelona
in Barcelona, Spain
Degree of Mathemathics
Degree of Mathemathics
Sep 1995 - Dec 2003
Barcelona School of Informatics (UPC)
in Barcelona, Spain
Phd in Artificial Intelligence
Phd in Artificial Intelligence
Sep 1990 - Sep 1995
Universitat Politecnica de Catalunya - Polytechnical University of Catalunya
in Barcelona, Spain
Degree in Computer Science
Degree in Computer Science
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