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nip

NIP - Dynamic Bayesian Network library

This repo contains the code used in my MSc thesis: http://users.ics.aalto.fi/jatoivol/di-oneside.pdf (there has been some revision since then, though)

tl;dr:

  • (Dynamic) Bayesian Network (DBN) library in C
  • categorical/discrete random variables -> probability tables
  • (D)BN -> join tree transformation
  • exact join tree inference (batch/offline mode)
  • Expectation Maximization (EM) learning
  • sampling from a given model
  • some elementary command line tools, see demo.sh

[Smyth, Heckerman, Jordan 1996] used acronym PIN: probabilistic independence network (for BN), so I named this NIP

Licence: GPLv2+

--Janne OH2GXN

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