
Multivariate functional responses low rank regression with an application to brain imaging data
We propose a multivariate functional responses low rank regression model...
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Multiscale graph principal component analysis for connectomics
In brain connectomics, the cortical surface is parcellated into differen...
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Autoencoding graphvalued data with applications to brain connectomes
Our interest focuses on developing statistical methods for analysis of b...
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Soft Tensor Regression
Statistical methods relating tensor predictors to scalar outcomes in a r...
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Learning Signal Subgraphs from Longitudinal Brain Networks with Symmetric Bilinear Logistic Regression
Modern neuroimaging technologies, combined with stateoftheart data pr...
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Discovering Common ChangePoint Patterns in Functional Connectivity Across Subjects
This paper studies changepoints in human brain functional connectivity ...
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Analyzing Dynamical Brain Functional Connectivity As Trajectories on Space of Covariance Matrices
Human brain functional connectivity (FC) is often measured as the simila...
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Bayesian Hierarchical Modeling on Covariance Valued Data
Analysis of structural and functional connectivity (FC) of human brains ...
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Tensor network factorizations: Relationships between brain structural connectomes and traits
Advanced brain imaging techniques make it possible to measure individual...
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Robust Comparison of Kernel Densities on Spherical Domains
While spherical data arises in many contexts, including in directional s...
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Symmetric Bilinear Regression for Signal Subgraph Estimation
There is increasing interest in learning a set of small outcomerelevant...
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Common and Individual Structure of Multiple Networks
This article focuses on the problem of studying shared and individuals...
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LowRank Representation over the Manifold of Curves
In machine learning it is common to interpret each data point as a vecto...
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Bayesian Clustering of Shapes of Curves
Unsupervised clustering of curves according to their shapes is an import...
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VideoBased Action Recognition Using RateInvariant Analysis of Covariance Trajectories
Statistical classification of actions in videos is mostly performed by e...
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Zhengwu Zhang
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