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d2lib's Introduction

d2lib

d2lib is a C++ library of discrete distribution (d2) based data processing framework. It also contains a collection of computing tools supporting the analysis of d2 data.

[under construction]

Data Format Specifications

  • discrete distribution over Euclidean space
  • discrete distribution with finite possible supports in Euclidean space (e.g., bag-of-word-vectors and sparsified histograms)
  • n-gram data with cross-term distance
  • dense histogram

Basic Functions

  • distributed/serial IO
  • compute Wasserstein distance between a pair of D2.

Learnings

  • nearest neighbors [TBA]
  • D2-clustering [TBA]
  • Dirichlet process [TBA]

Tools

  • document analysis: from bag-of-words to .d2s format [TBA]

d2lib's People

Contributors

bobye avatar

Watchers

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Forkers

echohenry2006

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