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Tensor Clustering on Outer-Product of Coefficient and Component Matrices of Independent Component Analysis for Reliable Functional Magnetic Resonance Imaging Data Decomposition
BACKGROUND: Stability of spatial components is frequently used as a post-hoc selection criteria for choosing the dimensionality of an …
Guoqiang Hu
,
Qing Zhang
,
Abigail Waters
,
Huanjie Li
,
Chi Zhang
,
Jianlin Wu
,
Fengyu Cong
,
Lisa Nickerson
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DOI
Comparison of a Non-Stationary Voxelation-Corrected Cluster-Size Test With TFCE for Group-Level MRI Inference
Two powerful methods for statistical inference on MRI brain images have been proposed recently, a non-stationary voxelation-corrected …
Huanjie Li
,
Lisa Nickerson
,
Thomas Nichols
,
Jia-Hong Gao
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DOI
A Voxelation-Corrected Non-Stationary 3D Cluster-Size Test Based on Random Field Theory
Cluster-size tests (CSTs) based on random field theory (RFT) are commonly adopted to identify significant differences in brain images. …
Huanjie Li
,
Lisa Nickerson
,
Xuna Zhao
,
Thomas Nichols
,
Jia-Hong Gao
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DOI
Physiological Denoising of BOLD fMRI Data Using Regressor Interpolation at Progressive Time Delays (RIPTiDe) Processing of Concurrent fMRI and Near-Infrared Spectroscopy (NIRS)
Confounding noise in BOLD fMRI data arises primarily from fluctuations in blood flow and oxygenation due to cardiac and respiratory …
Blaise Frederick
,
Lisa Nickerson
,
Yunjie Tong
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DOI
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