CMOT: Cross-Modality Optimal Transport for multimodal inference

CMOT: Cross-Modality Optimal Transport for multimodal inference

Abstract Multimodal measurements of single-cell sequencing technologies facilitate a comprehensive understanding of specific cellular and molecular mechanisms. However, simultaneous profiling of multiple modalities of single cells is challenging, and data integration remains elusive due to missing m...

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Bibliographic Details
Main Authors: Sayali Anil Alatkar, Daifeng Wang
Format: Article
Language:English
Published: BMC 2023-07-01
Series:Genome Biology
Subjects:
Optimal transport
Multimodal data alignment
Cross-modal inference
Single-cell multi-modality
Probabilistic coupling
Weighted nearest neighbor
Online Access:https://doi.org/10.1186/s13059-023-02989-8

Internet

https://doi.org/10.1186/s13059-023-02989-8

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