Schematic overview of SpaMWGDA.

Schematic overview of SpaMWGDA.

<p><b>(A)</b> Spatial neighborhood network construction module. <b>(B)</b> Gene expression enhancement module. <b>(C)</b> Multi-view weighted fusion GCN encoder. <b>(D)</b> ZINB decoder. <b>(E)</b> Spatial regularization constraint. &...

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Αποθηκεύτηκε σε:
Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριος συγγραφέας: Lin Yuan (46306) (author)
Άλλοι συγγραφείς: Boyuan Meng (22607954) (author), Qingxiang Wang (2637916) (author), Chunyu Hu (12464817) (author), Cuihong Wang (429362) (author), De-Shuang Huang (396909) (author)
Έκδοση: 2025
Θέματα:
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
level attention mechanism
fixed similarity metric
analyse tissue structure
spatial domain identification
identifying spatial domains
achieved impressive results
div >< p
combining data augmentation
view gcn encoder
data augmentation
spatial transcriptomics
spatial information
experimental results
weighted fusion
trajectory inference
spot features
source code
rapid development
large number
key features
introduce noise
gene features
deep learning
contrastive learning
cannot efficiently
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