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» Improved learning of Bayesian networks
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95
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IJAR
2010
74views more  IJAR 2010»
15 years 2 months ago
On the robustness of Bayesian networks to learning from non-conjugate sampling
Jim Q. Smith, Alireza Daneshkhah
127
Voted
ICA
2010
Springer
15 years 4 months ago
Use of Prior Knowledge in a Non-Gaussian Method for Learning Linear Structural Equation Models
Abstract. We discuss causal structure learning based on linear structural equation models. Conventional learning methods most often assume Gaussianity and create many indistinguish...
Takanori Inazumi, Shohei Shimizu, Takashi Washio
125
Voted
ATAL
2004
Springer
15 years 9 months ago
A Bayes Net Approach to Argumentation
Argumentation-based negotiation approaches have been proposed to present realistic negotiation contexts. This paper presents a novel Bayesian network based argumentation and decis...
Sabyasachi Saha, Sandip Sen
157
Voted
JIB
2006
220views more  JIB 2006»
15 years 3 months ago
An assessment of machine and statistical learning approaches to inferring networks of protein-protein interactions
Protein-protein interactions (PPI) play a key role in many biological systems. Over the past few years, an explosion in availability of functional biological data obtained from hi...
Fiona Browne, Haiying Wang, Huiru Zheng, Francisco...