research data . Audiovisual . Under curation

Researcher-in-the-loop for systematic reviewing of text databases

Van de Schoot, Rens; De Bruin, Jonathan;
Open Access
  • Publisher: Zenodo
Machine learning with human interaction is gaining popularity. Humans are intelligent but slow and not very accurate, whereas machines are fast and accurate but not (very) intelligent. Combining the strengths of both in interactive processes can advance the capabilities of machine learning. The idea of combining human intelligence and machine learning can be found in machine learning techniques like active learning (AL) and Human-in-the-Loop (HITL) machine learning. In AL and HITL, the human classifies unlabeled items the model selects to learn from, e.g., items for which the model is uncertain. These techniques are proven to be effective for training models. I...
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Provider: Zenodo
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