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

BMC Bioinformatics

Table 4 Single task learning with direct combination and label scaling for siRNA efficacy prediction.

"E" denotes "Experiment". Test 1: Selected 50% of the data from each experiment to train a regression model, and tested the model on the remain 50% of the data of each experiment, respectively. Test 2: Scaled all the experimental labels into [0,1] and pooling together 50% of the data from each experiment to train a general model, and tested the model on the remain 50% of the data of each experiment, respectively. p-value calculated by pair t-test on Test 1 and Test 2 is 0.7043.

ISSN: 1471-2105