Important descriptors and descriptor groups of Curie temperatures of rare-earth transition-metal binary alloys

Autor:	Dam, Hieu Chi, Nguyen, Viet Cuong, Pham, Tien Lam, Nguyen, Anh Tuan, Terakura, Kiyoyuki, Miyake, Takashi, Kino, Hiori
Rok vydání:	2018
Předmět:	Condensed Matter - Materials Science
Druh dokumentu:	Working Paper
DOI:	10.7566/JPSJ.87.113801
Popis:	We analyze Curie temperatures of rare-earth transition metal binary alloys with machine learning method. In order to select important descriptors and descriptor groups, we introduce newly developed subgroup relevance analysis and adopt the hierarchical clustering in the representation. We execute the exhaustive search and successfully illustrate the importance of descriptors and descriptor groups. We execute the exhaustive search and illustrate that our approach indeed leads to the successful selection of important descriptors and descriptor groups. It helps us to choose the combination of the descriptors and to understand the meaning of the selected combination of descriptors. Comment: 16 pages, 8 figures
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/1809.04750 Zobrazit plný text záznamu View this record from Arxiv