Pasupa, Kitsuchart, Hussain, Zakria, Shawe-Taylor, John and Willett, Peter (2013) Drug screening with Elastic-net multiple kernel learning In: 2013 IEEE 13th International Conference on Bioinformatics and Bioengineering (BIBE), 2013-11-10, Chania, Greece.
We apply Elastic-net Multiple Kernel Learning (MKL) to the MDL Drug Data Report (MDDR) database for the problem of drug screening. We show that combining a set of kernels constructed from fingerprint descriptors, can significantly improve the accuracy of prediction, against a Support Vector Machine trained on each kernel separately. To the best of our knowledge, this is the first application of MKL to the MDDR database for drug screening.
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Conference or Workshop Item (Paper)
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ระบบ อัตโนมัติ
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2021-09-09 23:53:46
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2021-09-23 14:04:47