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Is there a Machine Learning Ranking algorithm that can rank documents for a query using as a training dataset to the algorithm a dataset having:

  • some features of the queries,
  • some features of the documents,
  • a boolean telling which document was selected by a user among the documents presented for a query.

The main point here is that the training data don't have a target variable that is pointing to a hierarchical relevance of the documents, instead for each query only one document out of all of them is considered to be relevant.

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