Search Results for author: Nicolai Engelmann

Found 3 papers, 0 papers with code

Augmenting Continuous Time Bayesian Networks with Clocks

no code implementations ICML 2020 Nicolai Engelmann, Dominik Linzner, Heinz Koeppl

Structured stochastic processes evolving in continuous time present a widely adopted framework to model phenomena occurring in nature and engineering.

Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains

no code implementations17 Oct 2022 Nicolai Engelmann, Heinz Koeppl

We show that non-sampling-based latent state inference used in HSMM's can be generalized to latent Continuous-Time semi-Markov Chains (CTSMC's).

Continuous-Time Bayesian Networks with Clocks

no code implementations1 Jul 2020 Nicolai Engelmann, Dominik Linzner, Heinz Koeppl

Structured stochastic processes evolving in continuous time present a widely adopted framework to model phenomena occurring in nature and engineering.

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