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Predictive Interaction for Data Transformation

Jeffrey Heer, Joseph Hellerstein, Sean Kandel. Conference on Innovative Data Systems Research (CIDR), 2015
Figure for Predictive Interaction for Data Transformation
Predictive Interaction: The Guide/Decide loop. We augment previous lifting schemes to guide the system via ambiguous interaction, visualize a predicted distribution of next steps, and decide on their desired results.
Materials
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Abstract
The human work involved in data transformation represents a major bottleneck for today’s data-driven organizations. In response, we present Predictive Interaction, a framework for interactive systems that shifts the burden of technical specification from users to algorithms, while preserving human guidance and expressive power.
BibTeX
@inproceedings{2015-predictive-interaction,
  title = {Predictive Interaction for Data Transformation},
  author = {Heer, Jeffrey AND Hellerstein, Joseph AND Kandel, Sean},
  booktitle = {Conference on Innovative Data Systems Research (CIDR)},
  year = {2015},
  url = {https://uwdata.github.io/papers/predictive-interaction}
}