17 citations
3 papers
cs.LG2017★ 17 cited
AMIDST: a Java Toolbox for Scalable Probabilistic Machine Learning
Andrés R. Masegosa, Ana M. Martínez, Darío Ramos-López +5
The AMIDST Toolbox is a software for scalable probabilistic machine learning with a spe- cial focus on (massive) streaming data. The toolbox supports a flexible modeling language b…
cs.AI2012
An Empirical Evaluation of Possible Variations of Lazy Propagation
Anders L. Madsen
As real-world Bayesian networks continue to grow larger and more complex, it is important to investigate the possibilities for improving the performance of existing algorithms of p…
cs.AI2012★ 3 cited
A Differential Semantics of Lazy AR Propagation
Anders L. Madsen
In this paper we present a differential semantics of Lazy AR Propagation (LARP) in discrete Bayesian networks. We describe how both single and multi dimensional partial derivatives…