Search Results for author: Christian Wildner

Found 6 papers, 3 papers with code

Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopy

1 code implementation15 Jun 2021 Christoph Reich, Tim Prangemeier, Christian Wildner, Heinz Koeppl

Time-lapse fluorescent microscopy (TLFM) combined with predictive mathematical modelling is a powerful tool to study the inherently dynamic processes of life on the single-cell level.

Descriptive Generative Adversarial Network +2

Moment-Based Variational Inference for Stochastic Differential Equations

no code implementations1 Mar 2021 Christian Wildner, Heinz Koeppl

We construct the variational process as a controlled version of the prior process and approximate the posterior by a set of moment functions.

Variational Inference

Maximizing Information Gain for the Characterization of Biomolecular Circuits

no code implementations8 Jan 2021 Tim Prangemeier, Christian Wildner, Maleen Hanst, Heinz Koeppl

Quantitatively predictive models of biomolecular circuits are important tools for the design of synthetic biology and molecular communication circuits.

Experimental Design Informativeness

Moment-Based Variational Inference for Markov Jump Processes

no code implementations14 May 2019 Christian Wildner, Heinz Koeppl

We propose moment-based variational inference as a flexible framework for approximate smoothing of latent Markov jump processes.

Variational Inference

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