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• W4309758877 abstract "A main goal of data-driven materials research is to find optimal low-dimensional descriptors, allowing us to predict a physical property, and to interpret them in a human-understandable way. In this work, we advance methods to identify descriptors out of a large pool of candidate features by means of compressed sensing. To this extent, we develop schemes for engineering appropriate candidate features that are based on simple basic properties of building blocks that constitute the materials and that are able to represent a multi-component system by scalar numbers. Cross-validation based feature-selection methods are developed for identifying the most relevant features, thereby focusing on high generalizability. We apply our approaches to an textit{ab initio} dataset of ternary group-IV compounds to obtain a set of descriptors for predicting lattice constants and energies of mixing. In particular, we introduce simple complexity measures in terms of involved algebraic operations as well as the amount of utilized basic properties." @default.
• W4309758877 created "2022-11-29" @default.
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• W4309758877 date "2022-11-01" @default.
• W4309758877 modified "2023-09-27" @default.
• W4309758877 title "Advancing descriptor search in materials science: feature engineering and selection strategies" @default.
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• W4309758877 doi "https://doi.org/10.1088/1367-2630/aca49c" @default.
• W4309758877 hasPublicationYear "2022" @default.
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