Dataset Open Access

PPGDalia Dataset

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


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{
  "description": "<p>This dataset is part of the Monash, UEA &amp;&nbsp;UCR time series regression repository.&nbsp;<a href=\"http://tseregression.org/\">http://tseregression.org/</a></p>\n\n<p>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.&nbsp;The included ECG data provides heart rate ground truth.&nbsp;The included PPG- and 3D-accelerometer data can be used for heart rate estimation, while compensating for motion artefacts.&nbsp;The dataset contains 64700 time series with 4 dimensions.</p>\n\n<p>Please refer to <a href=\"https://archive.ics.uci.edu/ml/datasets/PPG-DaLiA\">https://archive.ics.uci.edu/ml/datasets/PPG-DaLiA</a> for more details.<br>\n&nbsp;<br>\nCitation request<br>\n[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).</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Monash University", 
      "@id": "https://orcid.org/0000-0001-8377-3241", 
      "@type": "Person", 
      "name": "Chang Wei Tan"
    }, 
    {
      "affiliation": "Monash University", 
      "@id": "https://orcid.org/0000-0002-3665-9021", 
      "@type": "Person", 
      "name": "Christoph Bergmeir"
    }, 
    {
      "affiliation": "Monash University", 
      "@id": "https://orcid.org/0000-0001-5334-3574", 
      "@type": "Person", 
      "name": "Francois Petitjean"
    }, 
    {
      "affiliation": "Monash University", 
      "@id": "https://orcid.org/0000-0001-9963-5169", 
      "@type": "Person", 
      "name": "Geoffrey I Webb"
    }
  ], 
  "url": "https://zenodo.org/record/3902728", 
  "datePublished": "2020-06-21", 
  "keywords": [
    "time series", 
    "regression"
  ], 
  "@context": "https://schema.org/", 
  "distribution": [
    {
      "contentUrl": "https://zenodo.org/api/files/232e3fa8-6fb7-48d8-ad86-76c6d9debd6a/PPGDalia_TEST.ts", 
      "encodingFormat": "ts", 
      "@type": "DataDownload"
    }, 
    {
      "contentUrl": "https://zenodo.org/api/files/232e3fa8-6fb7-48d8-ad86-76c6d9debd6a/PPGDalia_TRAIN.ts", 
      "encodingFormat": "ts", 
      "@type": "DataDownload"
    }
  ], 
  "identifier": "https://doi.org/10.5281/zenodo.3902728", 
  "@id": "https://doi.org/10.5281/zenodo.3902728", 
  "@type": "Dataset", 
  "name": "PPGDalia Dataset"
}
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