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Table 6 Tests on two independent experiments.

From: Multi-task learning for cross-platform siRNA efficacy prediction: an in-silico study

Tests

RMSE

  

IE1

IE2

Test 4 (50% training data)

Single task learning

34.1116

35.8600

 

Multi-task learning

29.7394

30.5459

Test 5 (with added tasks, 50% training data)

26.6910

26.1009

  1. "E" denotes "Experiment". Test 4: Comparison between single task learning and multi-task learning on the two independent experiments, both trained with 50% of the data from each experiment, respectively. Test 5: Multi-task learning on the two independent experiments together with the former 14 experiments, totally 16 experiments, trained with 50% of the data from each experiment, respectively.