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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