Comparison of ablation experiment results.

<div><p>The development of single-cell multi-omics sequencing technologies has enabled the simultaneous analysis of multi-omics data within the same cell. Accurate clustering of these cells is crucial for downstream analyses of complex biological functions. Despite significant advances i...

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Bibliographic Details
Main Author:	Hui Yuan (402180) (author)
Other Authors:	Mingzhu Liu (1727896) (author), Yushan Qiu (4685401) (author), Wai-Ki Ching (4685404) (author), Quan Zou (157931) (author)
Published:	2025
Subjects:	Cell Biology Genetics Developmental Biology Cancer Infectious Diseases Biological Sciences not elsewhere classified Chemical Sciences not elsewhere classified Information Systems not elsewhere classified robust latent representation one joint framework negative matrix factorization model performs well handle dropout events double similarity information despite significant advances complex biological functions adaptively learned based cluster structure learning omics sequencing technologies omics integration approaches intrinsic complementary information various omic layers individual omic datasets uses prior pseudo label guided non graph laplacian constraint preserves structure characteristic omics data within intrinsic structure within omics graph constraint omics data omic contribution xlink "> thereby failing study investigates simultaneous analysis platform interactions downstream analyses collective non
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Comparison of ablation experiment results.

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