Dataset Open Access

PPGDalia Dataset

Chang Wei Tan; Christoph Bergmeir; Francois Petitjean; Geoffrey I Webb


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  <identifier identifierType="DOI">10.5281/zenodo.3902728</identifier>
  <creators>
    <creator>
      <creatorName>Chang Wei Tan</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-8377-3241</nameIdentifier>
      <affiliation>Monash University</affiliation>
    </creator>
    <creator>
      <creatorName>Christoph Bergmeir</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-3665-9021</nameIdentifier>
      <affiliation>Monash University</affiliation>
    </creator>
    <creator>
      <creatorName>Francois Petitjean</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-5334-3574</nameIdentifier>
      <affiliation>Monash University</affiliation>
    </creator>
    <creator>
      <creatorName>Geoffrey I Webb</creatorName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0001-9963-5169</nameIdentifier>
      <affiliation>Monash University</affiliation>
    </creator>
  </creators>
  <titles>
    <title>PPGDalia Dataset</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2020</publicationYear>
  <subjects>
    <subject>time series</subject>
    <subject>regression</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2020-06-21</date>
  </dates>
  <resourceType resourceTypeGeneral="Dataset"/>
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    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/3902728</alternateIdentifier>
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  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;This dataset is part of the Monash, UEA &amp;amp;&amp;nbsp;UCR time series regression repository.&amp;nbsp;&lt;a href="http://tseregression.org/"&gt;http://tseregression.org/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This dataset is created from the publicly available PPG-DaLiA dataset for PPG-based heart rate estimation. This multimodal dataset features physiological and motion data, recorded from both a wrist- and a chest-worn device, of 15 subjects while performing a wide range of activities under close to real-life conditions.&amp;nbsp;The included ECG data provides heart rate ground truth.&amp;nbsp;The included PPG- and 3D-accelerometer data can be used for heart rate estimation, while compensating for motion artefacts.&amp;nbsp;The dataset contains 64700 time series with 4 dimensions.&lt;/p&gt;

&lt;p&gt;Please refer to &lt;a href="https://archive.ics.uci.edu/ml/datasets/PPG-DaLiA"&gt;https://archive.ics.uci.edu/ml/datasets/PPG-DaLiA&lt;/a&gt; for more details.&lt;br&gt;
&amp;nbsp;&lt;br&gt;
Citation request&lt;br&gt;
[1] Attila Reiss, Ina Indlekofer, Philip Schmidt, and Kristof Van Laerhoven. 2019. Deep PPG: Large-scale Heart Rate Estimation with Convolutional Neural Networks. MDPI Sensors, 19(14).&lt;/p&gt;</description>
  </descriptions>
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