Henrik Mannerström

Publication Activity (10 Years)

Years Active: 2011-2022
Publications (10 Years): 11

Top Topics

Gaussian Process

Top Venues

Publications

Michele Vantini, Henrik Mannerström, Sini Rautio, Helena Ahlfors, Brigitta Stockinger, Harri Lähdesmäki
PairGP: Gaussian process modeling of longitudinal data from paired multi-condition studies. Comput. Biol. Medicine 143 (2022)
Juho Timonen, Henrik Mannerström, Aki Vehtari, Harri Lähdesmäki
lgpr: an interpretable non-parametric method for inferring covariate effects from longitudinal data. Bioinform. 37 (13) (2021)
Markus Heinonen, Maria Osmala, Henrik Mannerström, Janne Wallenius, Samuel Kaski, Juho Rousu, Harri Lähdesmäki
Bayesian metabolic flux analysis reveals intracellular flux couplings. Bioinform. 35 (14) (2019)
Juho Timonen, Henrik Mannerström, Aki Vehtari, Harri Lähdesmäki
An interpretable probabilistic machine learning method for heterogeneous longitudinal studies. CoRR (2019)
Juho Timonen, Henrik Mannerström, Harri Lähdesmäki, Jukka Intosalmi
A Probabilistic Framework for Molecular Network Structure Inference by Means of Mechanistic Modeling. IEEE ACM Trans. Comput. Biol. Bioinform. 16 (6) (2019)
Markus Heinonen, Maria Osmala, Henrik Mannerström, Janne Wallenius, Samuel Kaski, Juho Rousu, Harri Lähdesmäki
Bayesian Metabolic Flux Analysis reveals intracellular flux couplings. CoRR (2018)
Çagatay Yildiz, Markus Heinonen, Jukka Intosalmi, Henrik Mannerström, Harri Lähdesmäki
Learning stochastic differential equations with Gaussian Processes without Gradient Matching. MLSP (2018)
Markus Heinonen, Çagatay Yildiz, Henrik Mannerström, Jukka Intosalmi, Harri Lähdesmäki
Learning unknown ODE models with Gaussian processes. ICML (2018)
Çagatay Yildiz, Markus Heinonen, Jukka Intosalmi, Henrik Mannerström, Harri Lähdesmäki
Learning Stochastic Differential Equations With Gaussian Processes Without Gradient Matching. CoRR (2018)
Markus Heinonen, Henrik Mannerström, Juho Rousu, Samuel Kaski, Harri Lähdesmäki
Non-Stationary Gaussian Process Regression with Hamiltonian Monte Carlo. AISTATS (2016)
Jukka Intosalmi, Helena Ahlfors, Sini Rautio, Henrik Mannerström, Zhi Jane Chen, Riitta Lahesmaa, Brigitta Stockinger, Harri Lähdesmäki
Analyzing Th17 cell differentiation dynamics using a novel integrative modeling framework for time-course RNA sequencing data. BMC Syst. Biol. 9 (2015)
Meenakshisundaram Kandhavelu, Henrik Mannerström, Abhishekh Gupta, Antti Häkkinen, Jason Lloyd-Price, Olli Yli-Harja, Andre S. Ribeiro
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. 5 (2011)
Henrik Mannerström, Olli Yli-Harja, Andre S. Ribeiro
Inference of Kinetic Parameters of Delayed Stochastic Models of Gene Expression Using a Markov Chain Approximation. EURASIP J. Bioinform. Syst. Biol. 2011 (2011)