602 citations · 1.2k across the 21 of their papers we have counts for
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stat.ME2016★ 20 cited
Supervised multiway factorization
Eric F. Lock, Gen Li
We describe a probabilistic PARAFAC/CANDECOMP (CP) factorization for multiway (i.e., tensor) data that incorporates auxiliary covariates, SupCP. SupCP generalizes the supervised si…
stat.ME2016★ 15 cited
Discriminating sample groups with multi-way data
Tianmeng Lyu, Eric F. Lock, Lynn E. Eberly
High-dimensional linear classifiers, such as the support vector machine (SVM) and distance weighted discrimination (DWD), are commonly used in biomedical research to distinguish gr…
stat.ME2016★ 9 cited
Bayesian Genome- and Epigenome-wide Association Studies with Gene Level Dependence
Eric F. Lock, David B. Dunson
High-throughput genetic and epigenetic data are often screened for associations with an observed phenotype. For example, one may wish to test hundreds of thousands of genetic varia…