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A Sparse Structure Learning Algorithm for Gaussian Bayesian Network Identification from High-Dimensional Data

Structure learning of Bayesian Networks (BNs) is an important topic in machine learning. Driven by modern applications in genetics and brain sciences, accurate and efficient learning of large-scale BN structures from high-dimensional data becomes a challenging problem. To tackle this challenge, we p...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Huang, Shuai, Li, Jing, Ye, Jieping, Fleisher, Adam, Chen, Kewei, Wu, Teresa, Reiman, Eric
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2013
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3924722/
https://ncbi.nlm.nih.gov/pubmed/22665720
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TPAMI.2012.129
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