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Conclusions

The CurveIx approach shows some potential as a solution for the HDkNN search problem.

The following aspects require further research and implementation before this approach could be considered a real solution for k-NN:

  • control of search over curves and neighbours

  • better data structure for curve index

  • clustering strategies to reduce page reads

  • compare to other approaches (e.g. [Pyramid technique] )


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