2 papers
stat.CO2017
Sparse Inverse Covariance Estimation for High-throughput microRNA Sequencing Data in the Poisson Log-Normal Graphical Model
David Sinclair, Giles Hooker
We introduce the Poisson Log-Normal Graphical Model for count data, and present a normality transformation for data arising from this distribution. The model and transformation are…
stat.ME2017
An Expectation Maximization Algorithm for High-Dimensional Model Selection for the Ising Model with Misclassified States
David G. Sinclair, Giles Hooker
We propose the misclassified Ising Model; a framework for analyzing dependent binary data where the binary state is susceptible to error. We extend the theoretical results of the m…