Dimensionality Reduction in the Wild : Gaps and Guidance

@inproceedings{Sedlmair2012DimensionalityRI,
  title={Dimensionality Reduction in the Wild : Gaps and Guidance},
  author={Michael Sedlmair and Matthew Brehmer and Stephen Ingram and Tamara Munzner},
  year={2012}
}
Despite an abundance of technical literature on dimension reduction (DR), our understanding of how real data analysts are using DR techniques and what problems they face remains largely incomplete. In this paper, we contribute the first systematic and broad analysis of DR usage by a sample of real data analysts, along with their needs and problems. We present the results of a two-year qualitative research endeavor, in which we iteratively collected and analyzed a rich corpus of data in the… CONTINUE READING
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