4.5 Article

Low-rank, Orthogonally Decomposable Tensor Regression With Application to Visual Stimulus Decoding of fMRI Data

Related references

Note: Only part of the references are listed.
Article Biology

Nonparametric matrix response regression with application to brain imaging data analysis

Wei Hu et al.

Summary: The paper introduces a novel nonparametric matrix response regression model to characterize the nonlinear association between 2D image outcomes and predictors such as time and patient information. The method, formulated as a nuclear norm regularization problem, captures the underlying low-rank structure of dynamic 2D images. It outperforms other existing approaches in simulations and leads to substantial improvement in prediction error in studies involving calcium imaging and EEG analysis.

BIOMETRICS (2021)

Article Statistics & Probability

Matrix Linear Discriminant Analysis

Wei Hu et al.

TECHNOMETRICS (2020)

Article Statistics & Probability

L2RM: Low-Rank Linear Regression Models for High-Dimensional Matrix Responses

Dehan Kong et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2020)

Article Computer Science, Artificial Intelligence

Non-convex Optimization for Machine Learning

Prateek Jain et al.

FOUNDATIONS AND TRENDS IN MACHINE LEARNING (2017)

Article Statistics & Probability

Regularized matrix regression

Hua Zhou et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2014)

Article Mathematical & Computational Biology

Matrix variate logistic regression model with application to EEG data

Hung Hung et al.

BIOSTATISTICS (2013)

Article Statistics & Probability

Tensor Regression with Applications in Neuroimaging Data Analysis

Hua Zhou et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2013)

Article Computer Science, Artificial Intelligence

Tensor Learning for Regression

Weiwei Guo et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2012)

Review Mathematics, Applied

Tensor Decompositions and Applications

Tamara G. Kolda et al.

SIAM REVIEW (2009)

Article Mathematics, Applied

ON THE TENSOR SVD AND THE OPTIMAL LOW RANK ORTHOGONAL APPROXIMATION OF TENSORS

Jie Chen et al.

SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS (2008)

Article Neurosciences

Partially distributed representations of objects and faces in ventral temporal cortex

AJ O'Toole et al.

JOURNAL OF COGNITIVE NEUROSCIENCE (2005)