From the 1 of 1.2k papers with an AI index.
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Showing 2012 · cs.LGShow all
3 papers · 2 filters
cs.LG2012★ 2 cited
Algebraic Statistics in Model Selection
Luis David Garcia
We develop the necessary theory in computational algebraic geometry to place Bayesian networks into the realm of algebraic statistics. We present an algebra{statistics dictionary f…
cs.LG2012★ 8 cited
Streaming Algorithms for Pattern Discovery over Dynamically Changing Event Sequences
Debprakash Patnaik, Naren Ramakrishnan, Srivatsan Laxman +1
Discovering frequent episodes over event sequences is an important data mining task. In many applications, events constituting the data sequence arrive as a stream, at furious rate…
cs.LG2012★ 15 cited
Learning Structural Changes of Gaussian Graphical Models in Controlled Experiments
Bai Zhang, Yue Wang
Graphical models are widely used in scienti fic and engineering research to represent conditional independence structures between random variables. In many controlled experiments,…