MHSNMF: multi-view hessian regularization based symmetric nonnegative matrix factorization for microbiome data analysis. [PDF]
Ma Y, Zhao J, Ma Y.
europepmc +1 more source
Graphical abstract of the (q,τ)$$ \left(q,\tau \right) $$‐deformed kernel framework for quantum‐inspired learning and biomedical signal analysis ABSTRACT This paper introduces a weighted (q,τ)$$ \left(q,\tau \right) $$‐deformed Gram matrix framework for quantum‐inspired learning systems, with particular emphasis on applications in biomedical signal ...
Rabha W. Ibrahim +2 more
wiley +1 more source
Nonnegative matrix factorization with Wasserstein metric-based regularization for enhanced text embedding. [PDF]
Li M, Wang X, Li C, Zeng A.
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Progress of metabolomics‐centric multi‐omics research in medicine
The graphical abstract illustrates a holistic roadmap for metabolomics‐centric multi‐omics integration in medical research. The upper panel depicts the technological transition from traditional bulk analysis to high‐resolution single‐cell and spatial methodologies, specifically addressing inherent challenges such as molecular complexity and dynamic ...
Ziyi Wang +6 more
wiley +1 more source
Nonnegative matrix factorization for analyzing state dependent neuronal network dynamics in calcium recordings. [PDF]
Carbonero D +3 more
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NITUMID: Nonnegative matrix factorization-based Immune-TUmor MIcroenvironment Deconvolution. [PDF]
Tang D, Park S, Zhao H.
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Bioanalytical TERS and Advanced Data Processing Methods
Tip‐enhanced Raman spectroscopy delivers label‐free, subnanometer vibrational imaging of biological systems. Recent advances in instrumentation, data analysis, and ambient/liquid operation enable surface‐selective mapping of molecular heterogeneity in proteins, nucleic acids, membranes, and viruses, positioning TERS as a powerful platform for nanoscale
Sarika Joshi +6 more
wiley +1 more source
TriTan: an efficient triple nonnegative matrix factorization method for integrative analysis of single-cell multiomics data. [PDF]
Ma X, Lin L, Zhao Q, Iqbal M.
europepmc +1 more source
Graph regularized L2,1-nonnegative matrix factorization for miRNA-disease association prediction. [PDF]
Gao Z, Wang YT, Wu QW, Ni JC, Zheng CH.
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ABSTRACT Purpose Oscillating‐gradient spin‐echo (OGSE) diffusion MRI probes cell geometry and membrane integrity through the frequency‐dependence of kurtosis, but prior studies have reported inconsistent findings depending on how frequency is varied. We compared frequency‐dependent kurtosis in the human brain under two regimes: varying frequency with ...
Dongsuk Sung +8 more
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