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@ARTICLE{vanMeegen:902076,
author = {van Meegen, Alexander and Kühn, Tobias and Helias, Moritz},
title = {{L}arge-{D}eviation {A}pproach to {R}andom {R}ecurrent
{N}euronal {N}etworks: {P}arameter {I}nference and
{F}luctuation-{I}nduced {T}ransitions},
journal = {Physical review letters},
volume = {127},
number = {15},
issn = {0031-9007},
address = {College Park, Md.},
publisher = {APS},
reportid = {FZJ-2021-04016},
pages = {158302},
year = {2021},
abstract = {We here unify the field-theoretical approach to neuronal
networks with large deviations theory. For a prototypical
random recurrent network model with continuous-valued units,
we show that the effective action is identical to the rate
function and derive the latter using field theory. This rate
function takes the form of a Kullback-Leibler divergence
which enables data-driven inference of model parameters and
calculation of fluctuations beyond mean-field theory.
Lastly, we expose a regime with fluctuation-induced
transitions between mean-field solutions.},
cin = {INM-6 / IAS-6 / INM-10},
ddc = {530},
cid = {I:(DE-Juel1)INM-6-20090406 / I:(DE-Juel1)IAS-6-20130828 /
I:(DE-Juel1)INM-10-20170113},
pnm = {5231 - Neuroscientific Foundations (POF4-523) / MSNN -
Theory of multi-scale neuronal networks (HGF-SMHB-2014-2018)
/ HBP SGA2 - Human Brain Project Specific Grant Agreement 2
(785907) / RenormalizedFlows - Transparent Deep Learning
with Renormalized Flows (BMBF-01IS19077A) / SDS005 - Towards
an integrated data science of complex natural systems
(PF-JARA-SDS005) / PhD no Grant - Doktorand ohne besondere
Förderung (PHD-NO-GRANT-20170405)},
pid = {G:(DE-HGF)POF4-5231 / G:(DE-Juel1)HGF-SMHB-2014-2018 /
G:(EU-Grant)785907 / G:(DE-Juel-1)BMBF-01IS19077A /
G:(DE-Juel-1)PF-JARA-SDS005 /
G:(DE-Juel1)PHD-NO-GRANT-20170405},
typ = {PUB:(DE-HGF)16},
pubmed = {34678014},
UT = {WOS:000705650600007},
doi = {10.1103/PhysRevLett.127.158302},
url = {https://juser.fz-juelich.de/record/902076},
}