Fig. 5

The output of MVIAeval. For demonstration purpose, we upload the R code of a sample algorithm as the user’s new algorithm and select two benchmark datasets (GDS3215 and GDS3785), 12 existing algorithms, three performance indices, the overall ranking score as the comprehensive performance score, and 25 simulation runs. a The webpage of the comprehensive performance comparison results shows that the overall performance of the user’s algorithm (denoted as USER) ranks six among all the 13 compared algorithms. b By clicking “details” in the row of BLCI for the benchmark dataset GDS3785, users can see the performance comparison results using only BLCI score for the benchmark dataset GDS3785. It can be seen that the user’s algorithm ranks five among the 13 compared algorithms using only BLCI score for the benchmark dataset GDS3785. The details of BLCI score for each algorithm can also be found