PixelSNE: Visualizing Fast with Just Enough Precision via Pixel-Aligned Stochastic Neighbor Embedding

@article{Kim2016PixelSNEVF,
  title={PixelSNE: Visualizing Fast with Just Enough Precision via Pixel-Aligned Stochastic Neighbor Embedding},
  author={Minjeong Kim and Minsuk Choi and Sunwoong Lee and Jian Tang and Haesun Park and Jaegul Choo},
  journal={CoRR},
  year={2016},
  volume={abs/1611.02568}
}
Embedding and visualizing large-scale high-dimensional data in a two-dimensional space is an important problem since such visualization can reveal deep insights out of complex data. Most of the existing embedding approaches, however, run on an excessively high precision, ignoring the fact that at the end, embedding outputs are converted into coarsegrained discrete pixel coordinates in a screen space. Motivated by such an observation and directly considering pixel coordinates in an embedding… CONTINUE READING
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