Poster Open Access

PIMKL: Pathway Induced Multiple Kernel Learning

Manica Matteo; Cadow Joris; Mathis Roland; Rodriguez Martinez Maria


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{
  "description": "<p>What</p>\n\n<p>&bull; Accurate phenotype classification<br>\n&bull; Biological interpretability<br>\n&bull; Robustness to noise<br>\n&bull; Handling curse of dimensionality</p>\n\n<p>How</p>\n\n<p>Exploit prior knowledge from biological<br>\nnetworks<br>\n&bull; Apply multiple kernel learning for<br>\nfeature encoding<br>\n&bull; Use pathway annotations to enable<br>\ninterpretability</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "@type": "Person", 
      "name": "Manica Matteo"
    }, 
    {
      "@type": "Person", 
      "name": "Cadow Joris"
    }, 
    {
      "@type": "Person", 
      "name": "Mathis Roland"
    }, 
    {
      "@type": "Person", 
      "name": "Rodriguez Martinez Maria"
    }
  ], 
  "url": "https://zenodo.org/record/3374413", 
  "datePublished": "2019-08-22", 
  "@type": "CreativeWork", 
  "keywords": [
    "multiple kernel learning"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.3374413", 
  "@id": "https://doi.org/10.5281/zenodo.3374413", 
  "workFeatured": {
    "url": "https://www.iscb.org/ismbeccb2019-program/tutorials", 
    "alternateName": "ISMB/ECCB 2019", 
    "location": "Basel, Switzerland", 
    "@type": "Event", 
    "name": "27th Conference on Intelligent Systems for Molecular Biology and the 18th European Conference on Computational Biology"
  }, 
  "name": "PIMKL: Pathway Induced Multiple Kernel Learning"
}
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