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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Gyoung S. Na

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Book Open access Aug 2026

Learning Probabilistic Compositional Representation of Crystalline Materials

Machine learning (ML) has seen promising developments in materials science, yet its efficacy largely depends on detailed crystal structural data, which are often complex and hard to obtain, limiting their applicability in real-world material synthesis processes. An alternative, using compositional descriptors, offers a...

Namkyeong Lee, Heewoong Noh, Gyoung S. Na et al. · 0 citations
Book Open access Aug 2026

Learning Probabilistic Compositional Representation of Crystalline Materials

Machine learning (ML) has seen promising developments in materials science, yet its efficacy largely depends on detailed crystal structural data, which are often complex and hard to obtain, limiting their applicability in real-world material synthesis processes. An alternative, using compositional descriptors, offers a...

Namkyeong Lee, Heewoong Noh, Gyoung S. Na et al. · 0 citations

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