Ontology highlight
ABSTRACT:
SUBMITTER: Zhu Y
PROVIDER: S-EPMC7581765 | biostudies-literature | 2020 Oct
REPOSITORIES: biostudies-literature
Zhu Yitan Y Brettin Thomas T Evrard Yvonne A YA Partin Alexander A Xia Fangfang F Shukla Maulik M Yoo Hyunseung H Doroshow James H JH Stevens Rick L RL
Scientific reports 20201022 1
Transfer learning, which transfers patterns learned on a source dataset to a related target dataset for constructing prediction models, has been shown effective in many applications. In this paper, we investigate whether transfer learning can be used to improve the performance of anti-cancer drug response prediction models. Previous transfer learning studies for drug response prediction focused on building models to predict the response of tumor cells to a specific drug treatment. We target the ...[more]