Marcel Nonnenmacher

Statistics

Publications

Citations

594

H-Index

Active since

2017

Affiliations

Center of Advanced European Studies and Research(Current)

Max Planck Society

Technical University of Munich

Helmholtz-Zentrum Hereon

Wellcome Centre for Integrative Neuroimaging

Marcel Nonnenmacher is an author at Center of Advanced European Studies and Research specializing in deep learning, machine learning, and engineering.

ORCID

Top concepts

Deep LearningMachine LearningEngineeringData ScienceComputer ScienceNeuroscienceSocial SciencesComputational NeuroscienceSimulationModeling And Simulation

Publications per year

2017–2021

Publications

Training deep neural density estimators to identify mechanistic models of neural dynamics

Pedro J. Gonçalves, Jan-Matthis Lueckmann, Michael Deistler et al. · eLife · 2020 · 250 citations · Full text

Flexible statistical inference for mechanistic models of neural dynamics

Jan-Matthis Lueckmann, Pedro J. Gonçalves, Giacomo Bassetto et al. · arXiv (Cornell University) · 2017 · 96 citations · Full text

Engineering, Machine Learning, Data Science +15

Automatic Posterior Transformation for Likelihood-Free Inference

David S. Greenberg, Marcel Nonnenmacher, Jakob H. Macke · arXiv (Cornell University) · 2019 · 74 citations · Full text

Automatic Posterior Transformation, Engineering, Machine Learning +16

Flexible statistical inference for mechanistic models of neural dynamics

Jan-Matthis Lueckmann, Pedro J. Gonçalves, Giacomo Bassetto et al. · Lirias (KU Leuven) · 2017 · 66 citations · Full text

Engineering, Machine Learning, Data Science +15

Signatures of criticality arise from random subsampling in simple population models

Marcel Nonnenmacher, Christian Behrens, Philipp Berens et al. · PLoS Computational Biology · 2017 · 51 citations · Full text

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