https://t.co/2qmVshDLP2 ①他分野と比較して、材料分野のデータセットは小さい ②そのため『小さなデータセットを用いて、高精度予測モデルを作る手法』が必要 ③本文献では特徴量設計の工夫により②の達成手法を見出し、バンドギャップ、伝導率、弾性特性予測において、その効果を実証
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@jb0x_ "materials datasets are typically smaller and sometimes more diverse compared to other fields" theres just so much to be quantified and so many materials for it to be quantified about https://t.co/qhk2CZpY7q
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@raghurama123 First heard about Δ-ML while presenting this paper https://t.co/2UxtgUzOFB in our journal club. People were surprised that the 2015 JCTC is not mentioned in this paper. Both seems to have quite close goal, different methods though.
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@CMastication Good idea, I don't know if this will stand the test of time though. Some related work https://t.co/yn9JFEGk6q