Author

Zhongming Liu

University of Michigan

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Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Research Focus:dimensionality reduction· 2 Research Focus:clustering· 1 Approach:deep learning· 1 Assay:electronic health records· 1 Organism:human· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Jung-Hoon KimiD· 2 shared David BrangiD· 1 shared Owen Mackenzie· 1 shared Scott PeltieriD· 1 shared Xiaokai WangiD· 1 shared Yizhen Z. Zhang· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

6 top collaborators · 15 mutual co-author links

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2 shared papersNeuroscience

Jung-Hoon KimORCID

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2 papers

Recent·Most cited

The Intrinsic Manifold of Spontaneous Activity Constrains Cortical Responses to Naturalistic Stimuli

Jung-Hoon Kim, Yizhen Z. Zhang, Owen Mackenzie, Xiaokai Wang, David Brang, Scott Peltier, Zhongming Liu

This paper shows that the low-dimensional manifold of spontaneous brain activity can represent responses to naturalistic stimuli, using a deep variational autoencoder trained on resting-state fMRI data.

bioRxiv · Feb 23, 2026 · PreprintNeuroscience

Symmetric Fusion of fMRI and EEG for Spectrally Resolved Functional Neuroimaging

Jung‐Hoon Kim, Zhongming Liu

FSINC improves EEG-fMRI source imaging by integrating frequency-resolved EEG with fMRI via a data-driven neurovascular coupling model, achieving better spatial and temporal accuracy in both simulated and real data.

bioRxiv · Feb 3, 2026 · PreprintNeuroscience