Fig. 5: Detailed results on the scalability performances of the DR methods. | Nature Communications

Fig. 5: Detailed results on the scalability performances of the DR methods.

From: Comparative analysis of dimension reduction methods for cytometry by time-of-flight data

Fig. 5: Detailed results on the scalability performances of the DR methods.The alternative text for this image may have been generated using AI.

The runtime (a, c) and memory usage consumption (b, d) of the DR methods. In (a) and (b), the DR methods were evaluated based on increasing numbers of cells. In (c) and (d), the DR methods were evaluated based on increasing numbers of protein features. e, f Whether the DR methods abort with error during the runtime/memory benchmarking analyses in each cell number group (e) and protein feature number group (f). Source data are provided as a Source Data file.

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