Documentos de Juan Chiachío | REDI

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Mostrando 4 resultados de: 4

Filtros aplicados

Palabras Claves: "Approximate Bayesian Computation"

Subtipo de publicación

Publisher

Engineering Applications of Artificial Intelligence(2)

Reliability Engineering and System Safety(1)

SIAM Journal on Scientific Computing(1)

Área temáticas

Ciencias de la computación(3)

Ingeniería y operaciones afines(1)

Área de conocimiento

Optimización matemática(2)

Ciencia de materiales(1)

Ciencias de la computación(1)

Inferencia bayesiana(1)

Material compuesto(1)

Año de Publicación

Origen

Palabras Claves

Subset simulation(2)

uncertainty quantification(2)

Bayesian Neural Network(1)

Bayesian inference(1)

Bayesian inverse problem(1)

Approximate bayesian computation by subset simulation

Abstract: A new approximate Bayesian computation (ABC) algorithm for Bayesian updating of model parameters is

Palabras claves:

Approximate Bayesian Computation, Bayesian inverse problem, Subset simulation

Beck J.L., Juan Chiachío, Ruano M.C., Rus G.

Physics-guided Bayesian neural networks by ABC-SS: Application to reinforced concrete columns

Abstract: This manuscript proposes a physics-guided Bayesian neural network, which combines Approximate-Bayesi

Palabras claves:

Approximate Bayesian Computation, Hybrid models, Physics-guided neural networks, Shear-capacity evaluation, uncertainty quantification

Corbetta M., Fernández J., José Barros, Juan Chiachío, Ruano M.C.

Uncertainty quantification in Neural Networks by Approximate Bayesian Computation: Application to fatigue in composite materials

Abstract: Modern machine learning algorithms excel in a great variety of tasks, but at the same time, it is al

Palabras claves:

Approximate Bayesian Computation, Bayesian Neural Network, Gradient-free training, Non-parametric formulation, Subset simulation, uncertainty quantification

Fernández J., Herrera F., Juan Chiachío, Munoz R., Ruano M.C.

Reduction of Petri net maintenance modeling complexity via Approximate Bayesian Computation

Abstract: The accurate modeling of engineering systems and processes using Petri nets often results in complex

Palabras claves:

Approximate Bayesian Computation, Bayesian inference, Maintenance models, Model similarity, Petri nets

Andrews J., Juan Chiachío, Naybour S., Ruano M.C., Saleh A.