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Kuang Lung Shing nmf-based methods
Nmf Based Methods, supplied by Kuang Lung Shing, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/nmf+method/nmf/pm29117581-153-25-27
Average 90 stars, based on 1 article reviews
nmf-based methods - by Bioz Stars, 2026-09
90/100 stars

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Article Title: Consensus Subspace Graph Regularization based on prior information for multiplex network clustering
Article Snippet: Multiplex network clustering can identify the common cluster structure shared by all layers, which is of great significance for downstream research such as personalized recommendations of social relationships and the mining of social media communication behaviors.. Traditional multiplex network clustering methods rely only on the topological structure and are suitable for networks with clear structures.. However, real-world networks often suffer from sparse connectivity and noisy edges.

Article Title: Dynamic Reconfiguration, Fragmentation, and Integration of Whole-Brain Modular Structure across Depths of Unconsciousness
Article Snippet: SymNMF has previously shown good performance for factoring similarity matrices (Kuang et al. 2012, 2015), and has the benefit of producing a natural clustering solution by assigning each observation to the factor on which it loads most strongly.

Article Title: Collective sparse symmetric non-negative matrix factorization for identifying overlapping communities in resting-state brain functional networks.
Article Snippet: Firstly, the primary goal of NMF is to perform dimensionality reduction by approximating data with fewer bases, rather145 than to partition the data points into coherent clusters based on their interrelations (Kuang et al., 2012).

Article Title: Whole-brain dynamics of human sensorimotor adaptation.
Article Snippet: SymNMF has previously shown good performance in community detection problems (Kuang et al. 2012, 2015) and has the benefit of producing a natural clustering solution by assigning each observation to the factor on which it loads most strongly.

Article Title: Collective sparse symmetric non-negative matrix factorization for identifying overlapping communities in resting-state brain functional networks.
Article Snippet: H is initialized as a random non-negative matrix and Si is initialized as a random diagonal non-negative matrix, which is a widely-used initialization strategy for NMF-based methods (Kuang et al., 2012).

Article Title: Inference of epigenetic subnetworks by Bayesian regression with the incorporation of prior information
Article Snippet: We solve this problem using the algorithm SymNMF proposed by Kuang et al. , which aims to detect cluster structures where data is embedded in non-linear structure.

Article Title: Ontological Dimensions of Cognitive-Neural Mappings.
Article Snippet: We used a graph clustering algorithm, Sym-NMF, that has been shown to outperfo rm commonly-used spec t ra l g raph-c lus te r ing algorithms (Kuang et al. 2012).

Construct:

Article Title: Hyperspectral subpixel unmixing via an integrative framework
Article Snippet: In hyperspectral applications, spectral unmixing (SU) is an important technology to obtain the endmembers and the fractional land covers.. Spectral variability, outliers, and nonlinearity are three challenging issues, causing SU to extract endmembers and corresponding abundance maps inaccurately.. However, in view of the complexity of the three issues, to tackle them at once is difficult and intractable.



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