• 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