95 search results - page 4 / 19 » Learning class-discriminative dynamic Bayesian networks |
ECCB
2003
IEEE
13 years 10 months ago
2003
IEEE
This article deals with the identification of gene regulatory networks from experimental data using a statistical machine learning approach. A stochastic model of gene interactio...
HAIS
2010
Springer
2010
Springer
A Dynamic Bayesian Network Based Structural Learning towards Automated Handwritten Digit Recognition
13 years 5 months ago
FLAIRS
2008
13 years 7 months ago
2008
Naive Bayesian classifiers work well in data sets with independent attributes. However, they perform poorly when the attributes are dependent or when there are one or more irrelev...
NIPS
2008
13 years 6 months ago
2008
Abstract: Structure learning of dynamic Bayesian networks provide a principled mechanism for identifying conditional dependencies in time-series data. This learning procedure assum...
ICML
2010
IEEE
13 years 3 months ago
2010
IEEE
Classical dynamic Bayesian networks (DBNs) are based on the homogeneous Markov assumption and cannot deal with heterogeneity and non-stationarity in temporal processes. Various ap...