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BayesWorks - PolyMTL's Projects

agvi icon agvi

This repository provides illustrative examples for application of the approximate Gaussian variance inference (AGVI) method.

openbdlm icon openbdlm

Bayesian Dynamic Linear Models for time-series analysis

openipdm icon openipdm

Open source software for infrastructures probabilistic deterioration modelling based on visual inspections.

openipdm_exe icon openipdm_exe

Executable version of the open source software for infrastructures probabilistic deterioration modelling based on visual inspections.

tagi icon tagi

Tractable Approximate Gaussian Inference

tagi-lstm icon tagi-lstm

This repos contains the matlab codes to reproduce the results for the paper "Coupling LSTM Neural Networks and State-Space Models through Analytically Tractable Inference" published in the International Journal of Forecasting.

tagi_hs_inference_jmlr icon tagi_hs_inference_jmlr

This repository contains the code used to produce the results for the paper: Nguyen & Goulet. (2022) Analytically Tractable Hidden-States Inference in Bayesian Neural Networks

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