% IMPORTANT: The following is UTF-8 encoded.  This means that in the presence
% of non-ASCII characters, it will not work with BibTeX 0.99 or older.
% Instead, you should use an up-to-date BibTeX implementation like “bibtex8” or
% “biber”.

@ARTICLE{vanMeegen:885635,
      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: {R}ate {F}unction, {P}arameter
                      {I}nference, and {A}ctivity {P}rediction},
      reportid     = {FZJ-2020-03976},
      year         = {2020},
      abstract     = {Statistical field theory captures collective
                      non-equilibrium dynamics of neuronal networks, but it does
                      not address the inverse problem of searching the
                      connectivity to implement a desired dynamics. We here show
                      for an analytically solvable network model that the
                      effective action in statistical field theory is identical to
                      the rate function in large deviation theory; using field
                      theoretical methods we derive this rate function. It takes
                      the form of a Kullback-Leibler divergence and enables
                      data-driven inference of model parameters and Bayesian
                      prediction of time series.},
      cin          = {INM-6 / IAS-6 / INM-10},
      cid          = {I:(DE-Juel1)INM-6-20090406 / I:(DE-Juel1)IAS-6-20130828 /
                      I:(DE-Juel1)INM-10-20170113},
      pnm          = {574 - Theory, modelling and simulation (POF3-574) / 571 -
                      Connectivity and Activity (POF3-571) / HBP SGA2 - Human
                      Brain Project Specific Grant Agreement 2 (785907) / MSNN -
                      Theory of multi-scale neuronal networks (HGF-SMHB-2014-2018)
                      / PhD no Grant - Doktorand ohne besondere Förderung
                      (PHD-NO-GRANT-20170405)},
      pid          = {G:(DE-HGF)POF3-574 / G:(DE-HGF)POF3-571 /
                      G:(EU-Grant)785907 / G:(DE-Juel1)HGF-SMHB-2014-2018 /
                      G:(DE-Juel1)PHD-NO-GRANT-20170405},
      typ          = {PUB:(DE-HGF)25},
      eprint       = {2009.08889},
      howpublished = {arXiv:2009.08889},
      archivePrefix = {arXiv},
      SLACcitation = {$\%\%CITATION$ = $arXiv:2009.08889;\%\%$},
      url          = {https://juser.fz-juelich.de/record/885635},
}