311-Multitask Evaluation of Single-Cell Integration Methods
This paper details a comprehensive study benchmarking 40 computational methods designed for integrating single-cell multimodal omics data. The authors categorize these methods into four prototypical types, such as vertical and diagonal integration, based on how they handle different input data structures. The performance of these tools is systematically evaluated across seven key tasks, including dimension reduction, batch correction, and classification, using extensive real and simulated datasets. Results indicate that the effectiveness of any given method is highly dependent on the specific…
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