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BRANEnet: Embedding Multilayer Networks for Omics Data Integration

surabhi Jagtap; Aurélie Pirayre; Frédérique Bidard; Laurent Duval; Fragkiskos D. Malliaros


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{
  "publisher": "Zenodo", 
  "DOI": "10.5281/zenodo.7007534", 
  "author": [
    {
      "family": "surabhi Jagtap"
    }, 
    {
      "family": "Aur\u00e9lie Pirayre"
    }, 
    {
      "family": "Fr\u00e9d\u00e9rique Bidard"
    }, 
    {
      "family": "Laurent Duval"
    }, 
    {
      "family": "Fragkiskos D. Malliaros"
    }
  ], 
  "issued": {
    "date-parts": [
      [
        2022, 
        8, 
        18
      ]
    ]
  }, 
  "abstract": "<p>BRANEnet is&nbsp;&nbsp;a novel multi-omics integration framework for multilayer heterogeneous networks. In particular, it embeds graph-based information from multi-omics data in a lower-dimensional space.&nbsp; To capture relevant context around each node of interest, it&nbsp;leverages a properly chosen random walk-based Positive Pointwise Mutual Information (PPMI) matrix.</p>\n\n<p>&nbsp;</p>", 
  "title": "BRANEnet: Embedding Multilayer Networks for Omics Data Integration", 
  "type": "article", 
  "id": "7007534"
}
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