Gladys Castillo Jordán


 Selected Publications






C.Carmona, G.Castillo, and E.Millán: An Adaptive Bayesian Student Model for Discovering the Student's Learning Style and Preferences, in Handbook of Educational Data Mining, Chapter 35, Chapman& Hall/CRC Data Mining and Knowledge Discovery Series, 2010, pp. 493-503.

G.Castillo, L.Descalço, S.Diogo, E.Milán, P.Oliveira and B.Anjo: Computerized Evaluation and Diagnosis of Student's Knowledge Based on Bayesian Networks. Sustaining TEL: From Innovation to Learning and Practice. 5th European Conference on Technology Enhanced Learning, EC-TEL 2010, Barcelona, Spain, Lecture Notes in Artificial Intelligence v.6383, Springer Verlag 2010 pp 494-499.

B.M. Faria, G.Castillo, L.P. Reis and N. Lau: Classification of FC Portugal Robotic Soccer Formations: A Comparative Study of Machine Learning Algorithms, in Proceedings of ROBOTICA2010: 10th Conference on Mobile Robots and Competitions. Portugal, 2010 (selected to be published in the Robotica magazine in 2011).

B.M. Faria, L.P. Reis, N. Lau and G. Castillo: Machine Learning Algorithms applied to the Classiffication of Robotic Soccer Formations and Opponent Team, Proceedings of the 2010 IEEE Conference on Cybernetics and Intelligent Systems (CIS) and Robotics, Automation and Mechatronics (RAM), Singapur, 2010, pp. 344-349. []


G. Castillo & J. Gama: Adaptive Bayesian Network Classifiers
Intelligent Data Analysis, 13:1  (2009)
A. Freitas, G. Castillo & A.L. Sao Marcos: Effect of Background Correction on Cancer Classification with Gene Expression Data. Proceedings of the AIME’09, Artificial Intelligence in Medicine, Lecture Notes in Computer Science Vol 5651, Springer Verlag, 2009, pp 416-420  [](draft)

C.Carmona, G.Castillo & E.Millán: Modelo Bayesiano del Alumno basado en el Estilo de Aprendizaje y las Preferencias. IEEE Revista Iberoamericana de Tecnologías del Aprendizaje 4(2), 2009, pp 139-146.

J.Gama & G. Castillo: Bias Management in Time-Changing Data Streams, in Pavel Brazdil, Cristophe Giraud-Carrier, Carlos Soares (Eds), Meta-Learning: Applications to Data Mining, Springer Verlag (2009) [] (draft)


G. Castillo: Adaptive Learning Algorithms for Bayesian Network Classifiers, AI Communications, volume 21:1 (2008) [](draft)

C.Carmona, G.Castillo & E.Millán: Designing a Dynamic Bayesian Network for Modeling Student’s Learning Styles. Proceedings of the IEEE International Conference on Advanced Learning Technologies, 2008, pp 346-350  [](draft)
J.Gama, P.Pereira & G.Castillo: Evaluation of learning from screened positive examples, in Proceedings of the 3rd workshop on Evaluation Methods for Machine Learning in conjunction with ICML 2008, 2008, pp []


G.Castillo, J.Gama & A.M. Breda: An Adaptive Predictive Model for Student Modeling, in Online and Distance Learning: Concepts, Methodologies, Tools and Applications, Volume III, Chapter 2.43, Information Science Reference Pub, 2007  [](draft)

C.Carmona, G.Castillo & E.Millán: Discovering Student Preferences in E-Learning, in Proceedings of the International Workshop on Applying Data Mining in e-Learning, ADML-07, 2007, pp 33-43 []

G.Castillo & J.Gama: An Adaptive Prequential Learning Framework for Bayesian Network Classifiers, in PKDD 2006, 10th European Conference on Principles and Practice of Knowledge Discovery in Databases, Berlin, Lecture Notes in Artificial Intelligence Vol.4123,  Springer Verlag, 2006, pp 67-78 []
J.Gama  & G.Castillo: Learning with Local Drift Detection, in Advanced Data Mining and Applications, Second International Conference, ADMA 2006, China, Lecture Notes in Computer Science Vol.4093,  Springer Verlag, 2006, pp 42-55 []

2002 -2005

G.Castillo, J.Gama: Bias Management of Bayesian Networks Classifiers, in A. Hoffman, H. Motoda & T.Scheffer (Eds.). Discovery Science - DS 2005, 8th International Conference, Singapore. Lecture Notes in Artificial Intelligence, v. 3735, Springer Verlag, 2005, pp. 70-83 []

J. Gama, P.Medas, G. Castillo & P.Rodrigues. Learning with Drift Detection. Advances in Artificial Intelligence – SBIA 2004: 17th Brazilian Symposium on Artificial Intelligence.  Lecture Notes in Computer Science, v. 3171 Springer Verlag, 2004 pp. 286[](best paper award)

G.Castillo, J.Gama, P.Medas: Adaptation to Drifting Concepts, in F.M. Pires & S.Abreu (Eds.). Progress in Artificial Intelligence, 11th Portuguese Conference on Artificial Intelligence, EPIA 2003, Lecture Notes in Artificial Intelligence, v.  2902, Springer Verlag, 2003, pp. 279-293 []
J. Gama, P.Medas & G. Castillo. Learning with Drift Detection. Proceedings of IWAMEM-03:International Workshop on Data Mining and Adaptive Modelling Methods for Economics and Management, Porto, 2003, pp. 217-229.

G.Castillo, J.Gama, A.M. Breda: Adaptive Bayes for a Student Modeling Prediction Task based on Learning Styles, in P.Brusilovsky, A.Corbett, F. de Rosis (Eds) User Modeling 2003, 9th International Conference, Lecture Notes in Artificial Intelligence v.2702, Springer Verlag, 2003, pp. 328:332 []

J.Gama, G.Castillo: Adaptive Bayes, in F.Garijo, J. Riquelme, M. Toro (Eds.) Advances in Artificial Intelligence – IBERAMIA 2002, Lecture Notes in Artificial Intelligence, v. 2527, Springer Verlag, 2002, pp. 765:774 []
 J. Gama, G.Castillo: Adaptive Bayes  for User Modeling. Electronic Proc. of the European Symposium on Intelligent Technologies, Hybrid Systems, and their implementation on Smart Adaptive Systems, Albufeira, 2002  [Slides ]


G. Castillo, A.M. Breda, A.L. Bajuelos: Transforming a Web-based Course in Geometry into an Adaptive Course, Proceedings  of the 6th World Multiconference on Systemics, Cybernetics and Informatics, Orlando, 2002, pp.459-465. []   [Slides ]
  A.L. Bajuelos, A.M. Breda, G.Castillo: An XML-based Interactive Question Generator for an Adaptive Learning Environment. Proceedings of the 6th World Multiconference on Systemics, Cybernetics and Informatics, Orlando, 2002, pp.430-436.
  R.M. Carro, A.M. Breda, G. Castillo, A. L. Bajuelos: A Methodology for Developing Adaptive Educational-Game Environments, Proceedings of AH2002, Lecture Notes in Computer Science, v. 2347, Springer Verlag, 2002, pp. 90-99.
  R. M. Carro, A.M. Breda, G. Castillo, A.L.Bajuelos:  Generación de Juegos Educativos Adaptativos, Interacción 2002. Proceedings of the Third International Conference on Human-Computer Interaction. ISBN 84-607-4501-5, Granada, 2002, pp. 164-171.