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Active Learning with RESSPECT: Data Set

da Silva de Souza, Rafael; Kennamer, Noble; de Oliveira Ishida, Emille Eugenia


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{
  "description": "<p>This folder contains pre-processed simulated data first made available by Rick Kessler for the&nbsp;<br>\n<a href=\"https://arxiv.org/abs/1008.1024\">Supernova Photometric Classification Challenge (SNPCC)</a>.</p>\n\n<p>All data were feature extracted using the <a href=\"https://arxiv.org/pdf/0904.1066.pdf\">Bazin parametric&nbsp;function</a>.</p>\n\n<p>This version of the data set&nbsp;was used to obtain the results reported in&nbsp;<a href=\"https://arxiv.org/pdf/2010.05941.pdf\">Kennamer et al., 2020&nbsp;- <em>Active learning with RESSPECT: resource allocation for extragalactic astronomical transients</em>.</a>&nbsp;Published during the&nbsp;<a href=\"http://www.ieeessci2020.org/symposiums/ciastro.html\">2020 IEEE Symposium Series on Computational Intelligence</a>. The code used to obtain the results shown in the paper is available in the <a href=\"https://github.com/COINtoolbox/RESSPECT\">COINtoolbox</a> (github).&nbsp;<br>\n<br>\nThis work was developed under the <a href=\"https://cosmostatistics-initiative.org/resspect/\">RESSPECT project</a>, an inter-collaboration agreement established between the <a href=\"https://lsstdesc.org/\">LSST Dark Energy Science Collaboration (LSST-DESC)</a> and the <a href=\"https://cosmostatistics-initiative.org/\">Cosmostatistics Initiative (COIN)</a> in order to develop an active learning pipeline to advise the allocation of telescope resources.</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "SHAO", 
      "@type": "Person", 
      "name": "da Silva de Souza, Rafael"
    }, 
    {
      "affiliation": "UCI", 
      "@type": "Person", 
      "name": "Kennamer, Noble"
    }, 
    {
      "affiliation": "CNRS", 
      "@id": "https://orcid.org/0000-0002-0406-076X", 
      "@type": "Person", 
      "name": "de Oliveira Ishida, Emille Eugenia"
    }
  ], 
  "url": "https://zenodo.org/record/4399109", 
  "datePublished": "2020-10-26", 
  "keywords": [
    "supernova", 
    "active learning", 
    "classification"
  ], 
  "contributor": [], 
  "@context": "https://schema.org/", 
  "distribution": [
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      "encodingFormat": "gz", 
      "@type": "DataDownload"
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      "contentUrl": "https://zenodo.org/api/files/8fe5ab55-4f35-4ef0-bb72-dc3f6bcaee63/README", 
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  "identifier": "https://doi.org/10.5281/zenodo.4399109", 
  "@id": "https://doi.org/10.5281/zenodo.4399109", 
  "@type": "Dataset", 
  "name": "Active Learning with RESSPECT: Data Set"
}
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