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Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing - Model Weights, Chains, BNN Samples, and Simulated Datasets

Wagner-Carena, Sebastian; Park, Ji Won; Birrer, Simon; Marshall, Philip; Roodman, Aaron; Wechsler, Risa


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<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:creator>Wagner-Carena, Sebastian</dc:creator>
  <dc:creator>Park, Ji Won</dc:creator>
  <dc:creator>Birrer, Simon</dc:creator>
  <dc:creator>Marshall, Philip</dc:creator>
  <dc:creator>Roodman, Aaron</dc:creator>
  <dc:creator>Wechsler, Risa</dc:creator>
  <dc:date>2020-10-21</dc:date>
  <dc:description>The model weights, chains, simulated datasets, and BNN samples used to produce the results shown in LSST DESC Collaboration paper "Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing." All files presented here are meant for use in tandem with the python package "ovejero" (https://github.com/swagnercarena/ovejero).</dc:description>
  <dc:identifier>https://zenodo.org/record/4116503</dc:identifier>
  <dc:identifier>10.5281/zenodo.4116503</dc:identifier>
  <dc:identifier>oai:zenodo.org:4116503</dc:identifier>
  <dc:relation>doi:10.5281/zenodo.4116502</dc:relation>
  <dc:relation>url:https://zenodo.org/communities/lsst-desc</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
  <dc:subject>Cosmology</dc:subject>
  <dc:subject>Legacy Survey of Space and Time</dc:subject>
  <dc:subject>Rubin Observatory</dc:subject>
  <dc:subject>Bayesian Neural Networks</dc:subject>
  <dc:subject>Hierarchical Inference</dc:subject>
  <dc:subject>Dark Energy Science Collaboration</dc:subject>
  <dc:subject>Strong Gravitational Lensing</dc:subject>
  <dc:title>Hierarchical Inference With Bayesian Neural Networks: An Application to Strong Gravitational Lensing - Model Weights, Chains, BNN Samples, and Simulated Datasets</dc:title>
  <dc:type>info:eu-repo/semantics/other</dc:type>
  <dc:type>dataset</dc:type>
</oai_dc:dc>
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