56 citations · 123 across the 10 of their papers we have counts for
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cs.LG2012★ 25 cited
Local Structure Discovery in Bayesian Networks
Teppo Niinimaki, Pekka Parviainen
Learning a Bayesian network structure from data is an NP-hard problem and thus exact algorithms are feasible only for small data sets. Therefore, network structures for larger netw…
cs.AI2012★ 56 cited
Exact Structure Discovery in Bayesian Networks with Less Space
Pekka Parviainen, Mikko Koivisto
The fastest known exact algorithms for scorebased structure discovery in Bayesian networks on n nodes run in time and space 2nnO(1). The usage of these algorithms is limited to net…
cs.LG2012★ 5 cited
Partial Order MCMC for Structure Discovery in Bayesian Networks
Teppo Niinimaki, Pekka Parviainen, Mikko Koivisto
We present a new Markov chain Monte Carlo method for estimating posterior probabilities of structural features in Bayesian networks. The method draws samples from the posterior dis…