QOT: Quantized Optimal Transport for sample-level distance matrix in single-cell omics
Sign Up to like & getrecommendations! Published in 2024 at "Briefings in Bioinformatics"
DOI: 10.1093/bib/bbae713
Abstract: Abstract Single-cell technologies have enabled the high-dimensional characterization of cell populations at an unprecedented scale. The innate complexity and increasing volume of data pose significant computational and analytical challenges, especially in comparative studies delineating cellular… read more here.
Keywords: sample level; cell; level distance; single cell ... See more keywords
AVIA 3.0: interactive portal for genomic variant and sample level analysis
Sign Up to like & getrecommendations! Published in 2021 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btaa994
Abstract: MOTIVATION The Annotation, Visualization and Impact Analysis (AVIA) is a web application combining multiple features to annotate and visualize genomic variant data. Users can investigate functional significance of their genetic alterations across samples, genes, and… read more here.
Keywords: variant sample; analysis; sample level; genomic variant ... See more keywords
Incomplete Multi-View Clustering With Sample-Level Auto-Weighted Graph Fusion
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2022.3171911
Abstract: Incomplete multi-view clustering (IMC) has received considerable attention due to its flexibility in fusing the multi-view information when the view samples are partly missing. However, existing methods seldom consider the affection of the missing samples… read more here.
Keywords: view; sample level; multi view; graph fusion ... See more keywords
FairSTG: Countering Performance Heterogeneity via Collaborative Sample-Level Optimization
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Mobile Computing"
DOI: 10.1109/tmc.2024.3522476
Abstract: Spatiotemporal learning plays a crucial role in mobile computing techniques to empower smart cites. While existing research has made great efforts to achieve accurate predictions on the overall dataset, they still neglect the significant performance… read more here.
Keywords: sample level; countering performance; performance heterogeneity; performance ... See more keywords
Sample-Level Prototypical Federated Learning.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.1109/tpami.2025.3612302
Abstract: With the increasing concerns about privacy and data regulations, federated learning (FL) has been emerging as a solution to train machine learning models collaboratively with non-exchangeable data from multiple clients. As a result of data… read more here.
Keywords: level prototypical; sample level; level; client ... See more keywords