Henrik Mannerström

Orcid: 0000-0001-8492-665X

According to our database1, Henrik Mannerström authored at least 11 papers between 2011 and 2022.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Links

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Bibliography

2022
PairGP: Gaussian process modeling of longitudinal data from paired multi-condition studies.
Comput. Biol. Medicine, 2022

2021
lgpr: an interpretable non-parametric method for inferring covariate effects from longitudinal data.
Bioinform., 2021

2019
A Probabilistic Framework for Molecular Network Structure Inference by Means of Mechanistic Modeling.
IEEE ACM Trans. Comput. Biol. Bioinform., 2019

An interpretable probabilistic machine learning method for heterogeneous longitudinal studies.
CoRR, 2019

Bayesian metabolic flux analysis reveals intracellular flux couplings.
Bioinform., 2019

2018
Learning stochastic differential equations with Gaussian Processes without Gradient Matching.
Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018

Learning unknown ODE models with Gaussian processes.
Proceedings of the 35th International Conference on Machine Learning, 2018

2016
Non-Stationary Gaussian Process Regression with Hamiltonian Monte Carlo.
Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015
Analyzing Th17 cell differentiation dynamics using a novel integrative modeling framework for time-course RNA sequencing data.
BMC Syst. Biol., 2015

2011
Inference of Kinetic Parameters of Delayed Stochastic Models of Gene Expression Using a Markov Chain Approximation.
EURASIP J. Bioinform. Syst. Biol., 2011

In vivo kinetics of transcription initiation of the lar promoter in Escherichia coli. Evidence for a sequential mechanism with two rate-limiting steps.
BMC Syst. Biol., 2011


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