Henrik Mannerström

13 papers A* 1A 1Journal 10Unranked 1
YearRankTypeTitle / Venue / Authors
2022 J jnl
PairGP: Gaussian process modeling of longitudinal data from paired multi-condition studies.
Comput. Biol. Medicine
Michele Vantini, Henrik Mannerström, Sini Rautio, Helena Ahlfors, Brigitta Stockinger, Harri Lähdesmäki
2021 J jnl
lgpr: an interpretable non-parametric method for inferring covariate effects from longitudinal data.
Bioinform.
Juho Timonen, Henrik Mannerström, Aki Vehtari, Harri Lähdesmäki
2019 J jnl
A Probabilistic Framework for Molecular Network Structure Inference by Means of Mechanistic Modeling.
IEEE ACM Trans. Comput. Biol. Bioinform.
Juho Timonen, Henrik Mannerström, Harri Lähdesmäki, Jukka Intosalmi
2019 J jnl
An interpretable probabilistic machine learning method for heterogeneous longitudinal studies.
CoRR
Juho Timonen, Henrik Mannerström, Aki Vehtari, Harri Lähdesmäki
2019 J jnl
Bayesian metabolic flux analysis reveals intracellular flux couplings.
Bioinform.
Markus Heinonen, Maria Osmala, Henrik Mannerström, Janne Wallenius, Samuel Kaski, Juho Rousu, Harri Lähdesmäki
2018 J jnl
Bayesian Metabolic Flux Analysis reveals intracellular flux couplings.
CoRR
Markus Heinonen, Maria Osmala, Henrik Mannerström, Janne Wallenius, Samuel Kaski, Juho Rousu, Harri Lähdesmäki
2018 J jnl
Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching.
CoRR
Çagatay Yildiz, Markus Heinonen, Jukka Intosalmi, Henrik Mannerström, Harri Lähdesmäki
2018 — conf
Learning stochastic differential equations with Gaussian Processes without Gradient Matching.
MLSP
Çagatay Yildiz, Markus Heinonen, Jukka Intosalmi, Henrik Mannerström, Harri Lähdesmäki
2018 A* conf
Learning unknown ODE models with Gaussian processes.
ICML
Markus Heinonen, Çagatay Yildiz, Henrik Mannerström, Jukka Intosalmi, Harri Lähdesmäki
2016 A conf
Non-Stationary Gaussian Process Regression with Hamiltonian Monte Carlo.
AISTATS
Markus Heinonen, Henrik Mannerström, Juho Rousu, Samuel Kaski, Harri Lähdesmäki
2015 J jnl
Analyzing Th17 cell differentiation dynamics using a novel integrative modeling framework for time-course RNA sequencing data.
BMC Syst. Biol.
Jukka Intosalmi, Helena Ahlfors, Sini Rautio, Henrik Mannerström, Zhi Jane Chen, Riitta Lahesmaa, Brigitta Stockinger, Harri Lähdesmäki
2011 J jnl
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.
Meenakshisundaram Kandhavelu, Henrik Mannerström, Abhishekh Gupta, Antti Häkkinen, Jason Lloyd-Price, Olli Yli-Harja, Andre S. Ribeiro
2011 J jnl
Inference of Kinetic Parameters of Delayed Stochastic Models of Gene Expression Using a Markov Chain Approximation.
EURASIP J. Bioinform. Syst. Biol.
Henrik Mannerström, Olli Yli-Harja, Andre S. Ribeiro