Juho Rousu: Machine Learning of Drug Combination Responses
22.02.2021
Webinaari
In this talk, Juho Rousu will present comboFM, a novel machine learning framework for predicting the responses of drug combinations in preclinical studies. ComboFM models the cell context-specific drug interactions through higher-order tensors, and efficiently learns latent factors of the tensor using powerful factorization machines. The approach enables comboFM to leverage information from previous experiments performed on similar drugs and cells when predicting responses of new combinations in so far untested cells; thereby, it achieves highly accurate predictions despite sparsely populated data tensors.
Tapahtuman tiedot
| Päivämäärä: | 22.02.2021 |
| Tyyppi: | Webinaari |
| Lisätty: | 19.2.2021 |
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