S
Sara A Haddad
Researcher at Max Planck Society
Publications - 3
Citations - 193
Sara A Haddad is an academic researcher from Max Planck Society. The author has contributed to research in topics: Network model & Deep learning. The author has an hindex of 2, co-authored 3 publications receiving 78 citations.
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Posted ContentDOI
Training deep neural density estimators to identify mechanistic models of neural dynamics
Pedro J. Gonçalves,Pedro J. Gonçalves,Jan-Matthis Lueckmann,Jan-Matthis Lueckmann,Michael Deistler,Marcel Nonnenmacher,Marcel Nonnenmacher,Kaan Öcal,Kaan Öcal,Giacomo Bassetto,Giacomo Bassetto,Chaitanya Chintaluri,William F Podlaski,Sara A Haddad,Tim P. Vogels,David S. Greenberg,Jakob H. Macke,Jakob H. Macke +17 more
TL;DR: A machine learning tool that uses density estimators based on deep neural networks— trained using model simulations—to infer data-compatible parameters for a wide range of mechanistic models will help close the gap between data-driven and theory-driven models of neural dynamics.
Journal ArticleDOI
Training deep neural density estimators to identify mechanistic models of neural dynamics.
Pedro J. Gonçalves,Pedro J. Gonçalves,Jan-Matthis Lueckmann,Jan-Matthis Lueckmann,Michael Deistler,Michael Deistler,Marcel Nonnenmacher,Marcel Nonnenmacher,Kaan Öcal,Kaan Öcal,Giacomo Bassetto,Giacomo Bassetto,Chaitanya Chintaluri,Chaitanya Chintaluri,William F Podlaski,Sara A Haddad,Tim P. Vogels,Tim P. Vogels,David S. Greenberg,Jakob H. Macke +19 more
TL;DR: A machine learning tool which uses deep neural density estimators—trained using model simulations—to carry out Bayesian inference and retrieve the full space of parameters compatible with raw data or selected data features, which will help close the gap between data-driven and theory-driven models of neural dynamics.
Peer ReviewDOI
Author response: Training deep neural density estimators to identify mechanistic models of neural dynamics
Pedro J. Gonçalves,Pedro J. Gonçalves,Jan-Matthis Lueckmann,Jan-Matthis Lueckmann,Michael Deistler,Michael Deistler,Marcel Nonnenmacher,Marcel Nonnenmacher,Kaan Öcal,Kaan Öcal,Giacomo Bassetto,Giacomo Bassetto,Chaitanya Chintaluri,Chaitanya Chintaluri,William F Podlaski,Sara A Haddad,Tim P. Vogels,Tim P. Vogels,David S. Greenberg,Jakob H. Macke +19 more