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Inference with Aggregate Data: An Optimal Transport Approach

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Aggregate-Inference-MOT

Inference with Aggregate Data: An Optimal Transport Approach

How to reproduce experiments

This repo contains two branches, which implements the SBP(Iterative Scaling with Belief Propagation or Sinkhorn Belief Propagation, This Branch) and NLBP(This Branch) respectively.

Comparision between SBP and NLBP Speed and convergence comparision between SBP and NLBP

Population Estimation through Wifi Population movement Estimation through Sparse Sensor

TODO

  • Add paper link
  • Open source cbp package
  • Add plot scritpt

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Inference with Aggregate Data: An Optimal Transport Approach

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