Recent Publications

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Books

Introduction to Functional Networks With Applications. A Neural Based Paradigm. E. Castillo,A. Cobo, J.M. Gutiérrez, and E. Pruneda.

In press.

Expert Systems and Probabilistic Network Models (1997)

E. Castillo, J. M. Gutiérrez, and A. S. Hadi.

Springer-Verlag, New York.

Sistemas Expertos y Modelos de Redes Probabilísticas (1997)

E. Castillo, J. M. Gutiérrez, and A. S. Hadi.

Monografías de la Academia Española de Ingeniería, Madrid.

Matrix Algebra as a Tool (1996)

A. S. Hadi. Duxbury Press, Belmont, CA.

Conditionally Specified Distributions (1992)

Arnold, B. C., Castillo, E., and Sarabia, J. M.

Springer-Verlag, Lecture Notes in Statistics, 73. New York.

Expert Systems: Uncertainty and Learning (1991)

E. Castillo and E. Alvarez.

Computational Mechanic Publications and Elsevier Applied Science, London.

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Papers

"Nonlinear Time Series Modeling and Prediction Using Functional Networks.

Extracting Information Masked by Chaos" (1998)

E. Castillo and J.M. Gutiérrez

Physics Letters A, Vol. 244, 71-84.

 

"Synchronizing Chaotic Systems with Positive Conditional Lyapunov Exponents by Using Convex Combinations of the Drive and Response Systems" (1998)

J.M. Gutiérrez and A. Iglesias

Physics Letters A, Vol. 239, 174-180.

 

"Modeling Networks of Discrete and Continuous Variables with an Application to Damage Assessment" (1998)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Multivariate Analysis, Vol. 64, 48-65.

 

"A Comparison of Functional Networks and Neural Networks" (1998)

E. Castillo and J.M. Gutiérrez

In Proceedings of the IASTED International Conference on Artificial Intelligence and Soft Computing (Hamza, M. H. editor), IASTED/ACTA press, 439-442.

 

"Sensitivity Analysis in Discrete Bayesian Networks" (1997)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

IEEE Transactions on Man, Cybernetics and Systems 27(4), 403-412.

[ Abstract ]

 

"Sensitivity Analysis in Discrete Bayesian Networks" (1997)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

IEEE Transactions on Man, Cybernetics and Systems 27(4), 403-412.

[ Abstract ]

 

"Symbolic Propagation and Sensitivity Analysis in Gaussian Bayesian Networks with Application to Damage Assessment" (1997)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Artificial Intelligence in Engineering 11, 173-181.

 

"Learning and Updating of Uncertainty in Dirichlet Models" (1997)

Castillo, E., Hadi, A. S., and Solares, C.

Machine Learning, in press.

 

"Estimating Extreme Probabilities Using Tail Simulated Data" (1997)

Castillo, E., Solares, C., and Gómez, P.

International Journal of Approximate Reasoning, in press.

 

"A new Method for Symbolic Propagation in Bayesian Networks" (1996)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Networks 28, 31-43.

[ Abstract ]

 

"A Modified Simulation Scheme for Inference in Bayesian Networks" (1996)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

International Journal of Approximate Reasoning 14(1), 55-80.

 

"Tail Sensitivity Analysis in Bayesian Networks" (1996)

Castillo, E., Solares, C., and Gómez, P.

Proceedings of the Twelfth Conference on Uncertainty in Artificial Intelligence (UAI-96), Morgan Kaufmann Publishers, 133-140.

 

"A Goal Oriented Algorithm for Symbolic Propagation in Bayesian Networks" (1996)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Thirteenth National Conference on Artificial Intelligence (Portland, AAAI-96). AAAI Press/MIT Press.

 

"A Probabilisitc Network Expert System for Quality Control" (1996)

J.M. Gutiérrez, and S. Zayim

Proceedings of the 5th Turkish Symposium on Artificial Intelligence and Neural Networks (TAINN'96) Alpaydin et. al. editors,135-145. Bogacizy University (Istanbul).

 

"An Introduction to Expert Systems for Medical Diagnoses" (1995)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Biocybernetics and Biomedical Engineering 15(1-2), 63-84.

 

"Estimation in Approximate Bayesian Belief Network Inference" (1995)

Castillo, E., Bouckaert, R., Sarabia, J.M., and Solares, C.

Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence (UAI-95), Morgan Kaufmann Publishers, 55-62.

 

"Symbolic Propagation in Discrete and Continuous Bayesian Networks" (1995)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Mathematics with Vision: Proceedings of the First International Mathematica Symposium, Computational Mechanics Publications, 77-84.

 

"Parametric Structure of Probabilities in Bayesian Networks" (1995)

E. Castillo,J.M. Gutiérrez, and A.S. Hadi

Lecture Notes in Artificial Intelligence (Springer-Verlag) Vol. 946, 89-98.

 

"Causal Network Models in Expert Systems" (1994)

E. Castillo, A. Cobo, J. M. Gutiérrez, A. Iglesias, and H. Sagástegui

Microcomputers in Civil Engineering 9, 315-328. Special issue on ``Uncertainty in Expert Systems"

 

 

Interesting bibliography on the subject can be found in the following sites:

• Air Force Institute of Technology Artificial Intelligence Laboratory: Bayesian Networks Bibliography