Accurate identification of cell types constitutes a critical step in downstream analysis of single-cell sequencing data. However, the inherent high noise levels and high dimensionality characteristics pose significant challenges for clustering tasks. To address these issues, we propose method scGADSSC (Graph-Attentiona...
Jingli Wu, Shi-Hao Zhang, Gaoshi Li et al.· IEEE transactions on computa...· 0 citations
Gene regulatory networks (GRNs) encode the intricate interactions between transcription factors (TFs) and their target genes, playing a pivotal role in orchestrating cellular metabolism, proliferation, and differentiation, thereby illuminating the molecular mechanisms underlying disease onset and progression. The incre...
Rong-Yuan Li, Jingli Wu, Chun-Feng Chen et al.· IEEE transactions on computa...· 0 citations
Hyperspectral images contain abundant spectral information and provide fine-grained spatial representations. However, their high dimensionality, severe spectral redundancy, subtle inter-class differences, mixed boundary regions, and limited labeled samples pose significant challenges to accurate classification. Convolu...