86 citations · 467 across the 40 of their papers we have counts for
3 papers · 1 filter
Sparse and Functional Principal Components Analysis
Genevera I. Allen, Michael Weylandt
Regularized variants of Principal Components Analysis, especially Sparse PCA and Functional PCA, are among the most useful tools for the analysis of complex high-dimensional data.…
On the Reproducibility of TCGA Ovarian Cancer MicroRNA Profiles
Ying-Wooi Wan, Claire M. Mach, Genevera Allen +2
Dysregulated microRNA (miRNA) expression is a well-established feature of human cancer. However, the role of specific miRNAs in determining cancer outcomes remains unclear. Using L…
On Graphical Models via Univariate Exponential Family Distributions
Eunho Yang, Pradeep Ravikumar, Genevera I. Allen +1
Undirected graphical models, or Markov networks, are a popular class of statistical models, used in a wide variety of applications. Popular instances of this class include Gaussian…