Selected Publications
 
BOOKS
RÍOS INSUA, S., MATEOS, A., BIELZA, C.,  JIMÉNEZ, A. (2004) 
Investigación Operativa. Modelos Determinísticos y Estocásticos. Ed. Centro de Estudios Ramón Areces, 552 pgs.  ISBN: 84-8004-666-X (in Spanish). See http://comun.elcorteingles.es/cda/cera/producto/0,5553,848004666X,FF.html
Premio al mejor libro de texto 2004, otorgado por la Fundación General de la UPM.

RÍOS INSUA, S., BIELZA, C., MATEOS, A. (2002) 
       Fundamentos de los Sistemas de Ayuda a la Decisión. Ed. Ra-Ma. 416 pgs. ISBN:8478974946 (in Spanish). See http://www.ra-ma.es/libros/0001588.htm


PAPERS

Vidaurre, D., Bielza, C., Larrañaga, P. (2010) Learning an L1-regularized Gaussian Bayesian Network in the Equivalence Class Space, IEEE Transactions on Systems, Man and Cybernetics, Part B, en prensa

Bielza, C., Fernández del Pozo, J.A., Larrañaga, P., Bengoetxea, E. (2010) Multidimensional Statistical Analysis of the Parameterization of a Genetic Algorithm for the Optimal Ordering of Tables, Expert Systems with Applications, 37, 804–815

Ibáñez, A., Larrañnaga, P., Bielza, C. (2010) Predicting Citation Count of Bioinformatics Papers within Four Years of Publication, Bioinformatics, en prensa (doi:10.1093/bioinformatics/btp585)

Bielza, C., Robles, V., Larrañaga, P. (2009) Estimation of Distribution Algorithms as Logistic Regression Regularizers of Microarray Classifiers, Methods of Information in Medicine, 48, 3, 236–241

Correa, M., Bielza, C., Pamies-Teixeira, J. (2009) Comparison of Bayesian Networks and Artificial Neural Networks for Quality Detection in a Machining Process, Expert Systems with Applications, 36, 7270–7279

Robles, V., Bielza, C.,  Larrañaga, P., González, S., Ohno-Machado. L. (2008) Optimizing logistic regression coefficients for discrimination and calibration using estimation of distribution algorithms , TOP, 16, 345–366

Correa. M., Bielza, C., Ramírez, M.J. Alique, J.R. (2008)  A Bayesian network model for surface roughness prediction
in the machining process, International Journal of Systems Science, to appear.

Bielza, C., Fernández del Pozo, J.A., Lucas, P. (2008)  Explaining clinical decisions by extracting regularity patterns, Decision Support Systems, 44, 397–408

Gómez, M., Bielza, C., Fernández del Pozo, J.A., Ríos-Insua, S. (2007)
A Graphical Decision-Theoretic Model for Neonatal Jaundice, Medical Decision Making, 27, 3, 250-265
           Larrañaga, P., Calvo, B., Santana, R., Bielza, C., Galdiano, J., Inza, I., Lozano, J.A., Armañanzas, R., Santafé, G., Pérez, A.,
            Robles, V. (2006)  Machine Learning in Bioinformatics,
Briefings in Bioinformatics, 17, 86-112

Ballestero, E., Bielza, C., Plá-Santamaría, D. (2006)
A Decision Approach to Competitive Electronic Sealed-Bid Auctions for Land, Journal of the Operational Research Society, 57, 1126-1133

Martín, J., Bielza, C., Ríos Insua, D. (2005)
Approximating  Nondominated Sets in Continuous Multiobjective Optimization Problems, Naval Research Logistics,  52, 469-480

Fernández del Pozo, J.A., Bielza, C., Gómez, M. (2005)
  A List-Based Compact Representation for Large Decision Tables Management, European Journal of Operational Research 160, 3,  638-662 online

Gómez. M. Bielza, C. (2004)
Node Deletion Sequences in Influence Diagrams Using Genetic Algorithms, Statistics & Computing 14, 3, 181-198 online

 Puch, R.O., Smith, J.Q., Bielza, C. (2004)
  Hierarchical Junction Trees: Conditional Independence Preservation and Forecasting in Dynamic Bayesian Networks with Heterogeneous Evolution, J.A. Gámez, S. Moral, A. Salmerón (eds.), Advances in Bayesian Networks, Springer, 57-76

Bielza, C., Fernández del Pozo, J.A., Lucas, P. (2003)
Optimal Decision Explanation by Extracting Regularity Patterns, F. Coenen, A. Preece, A.L. Macintosh (eds.), Research and Development in Intelligent Systems XX, Springer, 283-294

Bielza, C., Fernández del Pozo, J.A., Lucas, P. (2003)
Finding and Explaining Optimal Treatments, M.Dojat, E. Keravnou, P. Barahona (eds.), Artificial Intelligence in Medicine, Lecture Notes in Artificial Intelligence 2780, Springer, 299-303 online

Bielza, C., Ríos-Insua, S. (2003)
Análisis de Decisiones Clínicas, M.A. Belmonte, O. Coltell, V. Maojo, J. Mateu, F. Sanz, (eds.), Manual de Informática Médica, Caduceo Multimedia, 467-491 (in Spanish)


  Bielza, C., Barreiro, P., Rodríguez-Galiano, M.I., Martín, J. (2003)

Logistic Regression for Simulating Damage Occurrence on a Fruit Grading Line,
Computers & Electronics in Agriculture 39, 2, 95-113 online

Ballestero, E., Antón, J.M., Bielza, C. (2003)
Compromise-Based Approach to Road Project Selection in Madrid Metropolitan Area, J. of the Operational Research Society of Japan, 46, 1, 99-122

Fernández del Pozo, J.A., Bielza, C. (2002)
An Interactive Framework for Open Queries in Decision Support Systems, F.J. Garijo, J.C. Riquelme, M. Toro (eds.), Advances in Artificial Intelligence-IBERAMIA 2002, Lecture Notes in Artificial Intelligence 2527, Springer, 254-264

Fernández del Pozo, J.A., Bielza, C., Gómez, M. (2001)
Knowlegde Organisation in a Neonatal Jaundice Decision Support System, J. Crespo, V. Maojo, F. Martín (eds.), Medical Data Analysis, Proceedings of the Second International Symposium, ISMDA 2001, Lecture Notes in Computer Science 2199, Springer, 88-94 

Barreiro, P., Ruiz-Altisent, M., García, F., Bielza, C. (2001)
Desarrollo de un Instrumento de Ayuda a la Decision para la Mejora de las Líneas de Confección, Agrícola Vergel 236, august 2001 (ISSN 0211-2728), 425-429 (in Spanish)

Martín, J., Bielza, C. (2001)
Aplicación de Técnicas de Simulación al Análisis de Decisiones: Estudio de una Línea de Clasificación de Frutas, A. Vanti (ed.),  Gestão da Tecnologia Empresarial e da Informação: Conceitos e Estudos de Casos, Editorial Internet, São Paulo (Brasil), ISBN 85-88448-01-7, 181-194. (in Spanish)

Bielza, C. (2000)
Putting Bayesian Decision Analysis into Practice, ISBA Bulletin, 7, 2, june 2000, 11-12

Ríos-Insua, S., Gómez. M., Bielza, C., Fdz del Pozo, J.A. (2000)
Implementation of IctNeo: a Decision Support System for Jaundice Management, K. Inderfurth, G. Schwödiauer, W. Domschke, F. Juhnke, P. Kleinschmidt, G. Wäscher (eds.), Operations Research Proceedings 1999, Gesellschaft  für Operations Research e.V. (GOR), Springer, 554-559

Bielza, C., Ríos-Insua, S., Gómez, M., Fdz del Pozo, J.A. (2000)
Sensitivity Analysis in IctNeo, D. Ríos Insua, F. Ruggeri (eds.), Robust Bayesian Analysis, Lecture Notes in Statistics 152, Springer, 317-334

Bielza, C., Gómez, M., Ríos-Insua, S., Fdz del Pozo, J.A. (2000)
Structural, Elicitation and Computational Issues Faced when Solving Complex Decision Making Problems with Influence Diagrams, Computers and Operations Research 27, 7-8, 725-740

Gómez, M., Ríos-Insua, S., Bielza, C., Fdz del Pozo, J.A. (2000)
Multiattribute Utility Analysis in the IctNeo System, Y.Y. Haimes, R.E. Steuer (eds.), Research and Practice in Multiple Criteria Decision Making, Lecture Notes in Economics and Mathematical Systems 487, Springer,  81-92

Bielza, C., Ríos-Insua, S., Gómez, M. (1999)
Influence Diagrams for Neonatal Jaundice Management, W.Horn, Y.Shahar, G.Lindberg,  S.Andreassen, J.Wyatt (eds.), Artificial Intelligence in Medicine, Proceedings of the Joint European Conference on Artificial  Intelligence in Medicine and Medical Decision Making, Lecture Notes in AI 1620, Springer, 138-142

Bielza, C., Shenoy, P.P. (1999)
A Comparison of Graphical Techniques for Asymmetric Decision Problems, Management Science 45, 11, 1552-1569

Bielza, C., Müller, P., Ríos Insua, D. (1999)
Decision Analysis by Augmented Probability Simulation, Management Science 45, 7,  995-1007

Ríos-Insua, S., Bielza, C., Gómez, M., Fdez del Pozo, J.A., Sánchez, M.,  Caballero, S. (1998)
An Intelligent Decision System for Jaundice Management, F.J. Girón (ed.), Applied Decision Analysis, Kluwer, 133-144

Ríos Insua, D., Bielza, C., Martín, J. y Salewicz, K. (1998)
Intelligent Decision Support for Reservoir Operations, F.J. Girón (ed.), Applied Decision Analysis, Kluwer, 63-72

Ríos Insua, D., Bielza, C., Martín, J. y Salewicz, K. (1997)
BayRes: a System for Stochastic Multiobjective Reservoir Operations, R. Caballero, F. Ruiz, R. Steuer (eds.), Advances in Multiple Objective and Goal Programming, Lecture Notes in Economics and Mathematical Systems 455, Springer, 319-327

Ríos Insua, D., Salewicz, A., Müller, P. y Bielza, C. (1997)
Bayesian Methods in Reservoir Operations: the Zambezi River Case, S. French y J.Q. Smith (eds), The Practice of Bayesian Analysis,  Arnold, 107-130

Bielza, C., Ríos Insua, D., y Ríos-Insua, S. (1996)
 Influence Diagrams under Partial Information, Bernardo, Berger, Dawid, Smith (eds.), Bayesian Statistics 5,  Oxford U.P., 491-497

PhD Thesis
Contributions to the Solution of Supercomplex Decision Problems, Technical University of Madrid, 1996.