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stat.ML2020
A General Class of Transfer Learning Regression without Implementation Cost
Shunya Minami, Song Liu, Stephen Wu +2
We propose a novel framework that unifies and extends existing methods of transfer learning (TL) for regression. To bridge a pretrained source model to the model on a target task,…
stat.ML2020
A Bayesian algorithm for retrosynthesis
Zhongliang Guo, Stephen Wu, Mitsuru Ohno +1
The identification of synthetic routes that end with a desired product has been an inherently time-consuming process that is largely dependent on expert knowledge regarding a limit…
stat.ML2019
Recreation of the Periodic Table with an Unsupervised Machine Learning Algorithm
Minoru Kusaba, Chang Liu, Yukinori Koyama +2
In 1869, the first draft of the periodic table was published by Russian chemist Dmitri Mendeleev. In terms of data science, his achievement can be viewed as a successful example of…