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Table 4 Applicability of Drug Sensitivity Prediction approaches for Matched and Unmatched Pairs of sets between Databases

From: Application of transfer learning for cancer drug sensitivity prediction

Prediction Approach

Applicability

 

Matched

Unmatched

Direct Prediction

Yes

Yes

Latent Regression Prediction

Yes

No

Latent-Latent Prediction

Yes

Yes

Combined Latent Prediction

Yes

No

Mapped Prediction (Domain Transfer)

Yes

Yes

Direct Inductive Transfer Learning

Yes

Yes