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Application of probabilistic modeling to predict road pavement deterioration

Viana Llovell, Sergio (Universitat Politècnica de València, 2024-10-22)

[EN] An important problem in the Civil Engineering field concerns the maintenance of pavement in the transportation network. Pavement deterioration can be measured in diverse ways, being one of them the so-called ...
Calibration of deep probabilistic models with decoupled bayesian neural networks

Maroñas-Molano, Juan; Paredes Palacios, Roberto; Ramos, Daniel (Elsevier, 2020-09-24)

[EN] Deep Neural Networks (DNNs) have achieved state-of-the-art accuracy performance in many tasks. However, recent works have pointed out that the outputs provided by these models are not well -calibrated, seriously ...
Modeling Uncertainty for Reliable Probabilistic Modeling in Deep Learning and Beyond

Maroñas Molano, Juan (Universitat Politècnica de València, 2022-02-28)

[ES] Esta tesis se enmarca en la intersección entre las técnicas modernas de Machine Learning, como las Redes Neuronales Profundas, y el modelado probabilístico confiable. En muchas aplicaciones, no solo nos importa la ...

Mostrando ítems 1-3 de 3