DocumentCode :
2796649
Title :
Data Mining Techniques for Materials Informatics: Datasets Preparing and Applications
Author :
Yu, Gang ; Chen, Jingzhong ; Zhu, Li
Author_Institution :
Sch. of Mater. Sci. & Eng., China Univ. of Geosci., Wuhan, China
Volume :
2
fYear :
2009
fDate :
Nov. 30 2009-Dec. 1 2009
Firstpage :
189
Lastpage :
192
Abstract :
The goal of this paper is to discuss how data mining can be applied in materials informatics by using materials data. Firstly, general background and some critical concepts in materials informatics were summarized. Secondly, based on data warehouse techniques, we proposed a novel data integration solution among homogeneous materials databases. Lastly, we reviewed some recent works in the area of data mining in materials informatics, and discussed some of their representative applications and related methods. From discussed above, we provides a useful reference for researchers who are new to apply data mining in materials informatics. This preliminary study suggests that data mining techniques may contribute to the investigation of materials informatics.
Keywords :
data mining; data warehouses; materials science computing; data integration solution; data mining; data warehouse techniques; datasets preparation; homogeneous materials databases; materials informatics; Crystalline materials; Data analysis; Data mining; Databases; Geology; Informatics; Materials science and technology; Neural networks; Pattern analysis; Predictive models; data mining; data warehouse; materials science;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Knowledge Acquisition and Modeling, 2009. KAM '09. Second International Symposium on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3888-4
Type :
conf
DOI :
10.1109/KAM.2009.98
Filename :
5362136
Link To Document :
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