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implement serialization for Manellic tree #315

@dehann

Description

@dehann

Description

Must solve kernel mixture and large nonparametric point count generic/JSONable serialization — e.g. 8192 points or larger; while equally efficient to replace mixtures.

Issues for HomotopyBelief are:

  • (type stability problem) maybe only one kernel per belief such as a concentrated Gaussian,
    • eg one mean at root and then only tangents as you go down.
    • That's like building Huffman compression into the tree itself.
  • Replacement for mixtures, such as Gaussian mixture models (GMMs)

Criteria

  • think this is required to incorporate ManellicTree into IIF

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