TPRM: TENSOR PARTITION REGRESSION MODELS WITH APPLICATIONS IN IMAGING BIOMARKER DETECTION

• Published in: The annals of applied statistics Vol. 12; no. 3; p. 1422
• Main Authors: Miranda, Michelle F, Zhu, Hongtu, Ibrahim, Joseph G
• Format: Journal Article
• Language: English
• Published: United States 01.09.2018
• Subjects: Tensor decomposition; MCMC; Bayesian hierarchical model; Big data; Tensor regression

Medical imaging studies have collected high dimensional imaging data to identify imaging biomarkers for diagnosis, screening, and prognosis, among many others. These imaging data are often represented in the form of a multi-dimensional array, called a tensor. The aim of this paper is to develop a te...