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Dominik Linzner's Projects

autoctmc icon autoctmc

Automated learning of CTMCs from arbitrary time-series data

ctbn-toolbox icon ctbn-toolbox

A toolbox for exact and approximate inference in continuous-time Bayesian networks

kaggle_pneu_fibr icon kaggle_pneu_fibr

An application of the AutoCTMC code to a Kaggle challenge on pulmonary fibrosis.

min_neuralodes icon min_neuralodes

An absolute minimum implementation for learning neuralODEs using the adjoint method. Warning: For educational purposes only!

pyctbn icon pyctbn

Sampling and (active-)learning Continuous-Time Bayesian Networks in python.

ructbn icon ructbn

An implementation of sampling and learning of Continuous-Time Bayesian networks in Rust

ssl-ctbn icon ssl-ctbn

A scalable gradient-based method for causal structure learning from noisy multi-variate time-course data

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