CRACS Publicatons

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2015
Annalisa Appice and Pedro Pereira Rodrigues and Vítor Santos Costa and Carlos Soares and João Gama et al. (eds) , "Machine Learning and Knowledge Discovery in Databases", in ECML PKDD 2015, Springer - LNCS, vol. 9284 & 9285, September 2015.
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa, "Exploring multi-relational temporal databases with a propositional sequence miner", in Progress in Artificial Intelligence, Springer Berlin Heidelberg, vol. 4, pp.11–20, December 2015.
2012
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa and Vladimiro Miranda and Audun Botterud "Predicting Ramp Events with a Stream-Based HMM Framework", in "15th International Conference on Discovery Science (DS 2012)" Jean-Gabriel Ganascia and Philippe Lenca and Jean-Marc Petit (eds) , Springer - LNCS, vol. 7569, pp.224–238, October 2012.  Download: 
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa "Predictive Sequence Miner in ILP Learning", in "21st International Conference on Inductive Logic Programming (ILP 2011) - Revised Selected Papers" , Springer - LNCS, vol. 7207, pp.130–144, 2012.
2011
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa "Sequential Pattern Knowledge in Multi-Relational Learning", in "26th International Symposium on Computer and Information Sciences (ISCIS 2011)" Erol Gelenbe and Ricardo Lent and Georgia Sakellari (eds) , Springer London, pp.539–545, September 2011.  Download: 
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa "Constrained Sequential Pattern Knowledge in Multi-relational Learning", in "15th Portuguese Conference on Artificial Intelligence (EPIA 2011)" Luis Antunes and Helena Sofia Pinto (eds) , Springer - LNCS, vol. 7026, pp.282-296, October 2011.  Download: 
Pedro Pereira Rodrigues and João Gama and João Araújo and Luís Lopes "L2GClust: Local-to-Global Clustering of Stream Sources", in "26th ACM Symposium on Applied Computing (SAC 2011)" , ACM Press, pp.1006–1011, March 2011.
João Gama and Pedro Pereira Rodrigues and Luís Lopes, "Clustering distributed sensor data streams using local processing and reduced communication", in Intelligent Data Analysis, IOS Press, vol. 15, pp.3–28, January 2011.  Download: 
2010
Pedro Pereira Rodrigues and João Gama and João Araújo and Luís Lopes "Network Comprehension by Clustering Streaming Sensors", in "4th International Workshop on Knowledge Discovery from Sensor Data (Sensor-KDD 2010)" , pp.35–44, July 2010.
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa "Sequential Pattern Mining in Multi-relational Datasets", in "13th Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2009) - Selected Papers" Pedro Meseguer and Lawrence Mandow and Rafael M. Gasca (eds) , Springer - LNCS, vol. 5988, pp.121–130, 2010.
2009
João Gama and Vítor Santos Costa and Alípio M. Jorge and Pavel Brazdil (eds) , "Discovery Science", in 12th International Conference on Discovery Science (DS 2009), Springer - LNCS, vol. 5808, October 2009.
Pedro Pereira Rodrigues and João Gama and Luís Lopes "Knowledge Discovery for Sensor Network Comprehension", in "Intelligent Techniques for Warehousing and Mining Sensor Network Data" Alfredo Cuzzocrea (eds) , IGI Global, pp.118–135, December 2009.
2008
Pedro Pereira Rodrigues and João Gama and Luís Lopes "Clustering Distributed Sensor Data Streams", in "European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2008)" , Springer - LNCS, vol. 5212, pp.282–297, September 2008.
Carlos Abreu Ferreira and João Gama and Vítor Santos Costa "RUSE-WARMR: Rule Selection for Classifier Induction in Multi-relational Data-Sets", in "20th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2008) " , IEEE, pp.379–386, November 2008.
2007
Pedro Pereira Rodrigues and João Gama and Luís Lopes "Issues and Directions for Distributed Clustering of Streaming Sensors", in "Simpósio Doutoral em Inteligência Artificial (SDIA 2007)" , pp.77–86, December 2007.
Pedro Pereira Rodrigues and João Gama and Luís Lopes "Requirements for Clustering Streaming Sensors", in "1st International Workshop on Knowledge Discovery from Sensor Data (Sensor-KDD 2007) in conjunction with the 13th ACM SIGKDD" , CRC Press, pp.16–25, August 2007.