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Research
Group
SIGNAL
processing and recognition
   
DIEGO ANDRÉS ÁLVAREZ-MARÍN
Assistant Professor

Diego Andrés Álvarez-Marín received his undergraduate degree in civil engineer and his master on industrial automation from the National University of Colombia at Manizales; he received his doctoral degree in engineering from the Leopold Franzens Universität Innsbruck, Austria. Currently, he works as an assistant professor at the National University of Colombia at Manizales.
His teaching a research interest lie at the interface between stochastic mechanics, machine learning and applied probability and statistics. In particular, he has done and likes to do research in: bridge aerodynamics, condition monitoring, Dempster-Shafer evidence theory, digital signal processing, evolutionary algorithms, Monte Carlo simulation, neural networks, pattern recognition, random set theory, support vector machines, stochastic processes, structural control, structural optimization, structural reliability, uncertainty analysis.


Articles and Book Chapters
[2010] An optimization method for learning statistical classifiers in structural reliability (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Probabilistic Engineering Mechanics, volume 25, 2010. [bib] [doi]
[2009] Reduction of uncertainty using sensitivity analysis methods for infinite random sets (Diego Andrés Álvarez-Marín), In International Journal of Approximate Reasoning, volume 50, 2009. [bib] [doi]
[2009] Nonspecificity for infinite random sets (Diego Andrés Álvarez-Marín), In Fuzzy Sets and Systems, volume 159, 2009. [bib] [doi]
[2009] A Monte-Carlo-based method for the estimation of lower and upper probabilities of events using infinite random sets of indexable type (Diego Andrés Álvarez-Marín), In Fuzzy Sets and Systems, volume 160, 2009. [bib] [doi]
[2006] On the calculation of the bounds of probability of events using infinite random sets (Diego Andrés Álvarez-Marín), In International Journal of Approximate Reasoning, volume 43, 2006. [bib] [doi]
[2003] Classification Approach for Reliability Analysis with Stochastic Finite-Element Modeling (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In ASCE Journal of Structural Engineering, volume 129, 2003. [bib] [doi]
[2003] Aproximación de funciones implícitas de decisión por medio de máquinas de soporte vectorial (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Revista Internacional de Métodos Numéricos para Cálculo y Diseño en Ingeniería, volume 19, 2003. [bib] [pdf]
[2002] Optimización basada en confiabilidad por medio de redes neuronales y algoritmos evolutivos (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Revista Internacional de Métodos Numéricos para Cálculo y Diseño en Ingeniería, volume 18, 2002. [bib] [pdf]
[2001] Neural network-based reliability analysis: A comparative study (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Computer Methods in Applied Mechanics and Engineering, volume 191, 2001. [bib] [doi]
Conference Papers
[2006] On the Use of Infinite Random Sets for Bounding the Probability of Failure in the Case of Parameter Uncertainty (Diego Andrés Álvarez-Marín), In Proceedings (CD-ROM) of the Third European Conference on Computational Mechanics, Solids, Structures and Coupled Problems in Engineering, ECCM-2006 (C. A. ~Mota Soares et. al., ed.), 2006. [bib]
[2004] Stochastic Evaluation of Bridge Control with Side Wings (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Proceedings (CD-ROM) of the 9th ASCE Joint Specialty Conference on Probabilistic Mechanics and Structural Reliability, PMC-2004 (Sandia National Laboratory, ed.), 2004. [bib]
[2000] Monte Carlo analysis of structural systems using neural networks (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín, Alex H.  Barbat), In Proceedings of the International Conference on Monte Carlo simulation, MCS-2000 (G. I. Schuëller, P. D. Spanos, eds.), 2000. [bib]
[2000] Reliability assessment of structural systems using neural networks (Jorge Eduardo Hurtado-Gómez, Diego Andrés Álvarez-Marín), In Proceedings (CDROM) of the European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS-2000, 2000. [bib]
Workshop Papers
[2004] Active learning on the classification of voice pathologies (Carlos Lino Rengifo-Rentería, Diego Andrés Álvarez-Marín, Ricardo Henao-Giraldo, César Germán Castellanos-Domínguez, Jorge Eduardo Hurtado-Gómez), In Proceedings of ODYSSEY 2004, The Speaker and Language Recognition Workshop, 2004. [bib]
Theses, other publications and invited talks
[2003] Control estructural estocástico de puentes sometidos a vibraciones producidas por el viento usando aletas separadas (Diego Andrés Álvarez-Marín), Master's thesis, Universidad Nacional de Colombia Sede Manizales, 2003. [bib] [pdf]
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