Sapphire: experiences in scientific data mining - art. no. 012094

被引：1
|
作者：
Kamath, Chandrika [1 ]
机构：
[1] Lawrence Livermore Natl Lab, Livermore, CA 94551 USA
来源：
SCIDAC 2008: SCIENTIFIC DISCOVERY THROUGH ADVANCED COMPUTING | 2008年 / 125卷
关键词：
D O I：
10.1088/1742-6596/125/1/012094
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
The size and the complexity of the data from scientific simulations, observations, and experiments are becoming a major impediment to their analysis. To enable scientists to address this problem of data overload and benefit from their improved data collecting abilities, the Sapphire project team has been involved in the research, development, and application of scientific data mining techniques for nearly a decade. In this paper, I first describe the Sapphire system architecture that was motivated by the needs of a diverse set of applications. Then, using examples from different domains, I discuss our experiences in mining science data and some of the challenges we faced in analyzing data ranging from a megabyte to several terabytes.
引用
收藏
页码：12094 / 12094
页数：10
相关论文
共 50 条
  • [1] Uncertainty in spatial data mining - art. no. 67956H
    Mei Kun
    Tian Yangge
    Bian Fulin
    SECOND INTERNATIONAL CONFERENCE ON SPACE INFORMATION TECHNOLOGY, PTS 1-3, 2007, 6795 : H7956 - H7956
  • [2] SnO2 on sapphire -: art. no. 594601
    Tarre, A
    Rosental, A
    Uustare, T
    Kasikov, A
    OPTICAL MATERIALS AND APPLICATIONS, 2005, 5946
  • [3] Antioxidant defense in Plasmodium falciparum -: data mining of the transcriptome -: art. no. 23
    Bozdech, Z
    Ginsburg, H
    MALARIA JOURNAL, 2004, 3 (1)
  • [4] Data mining within digital images - art. no. 65750F
    Donovan, Timothy P.
    Visual Information Processing XVI, 2007, 6575 : F5750 - F5750
  • [5] An astronomical data mining application framework for virtual observatory - art. no. 627415
    Liu, Chao
    Wang, Dan
    Liu, Bo
    Gao, Dan
    Cui, Chenzhou
    Zhao, Yongheng
    Advanced Software and Control for Astronomy, 2006, 6274 : 27415 - 27415
  • [6] Data mining method for electrospray mass spectra of peptide mixtures - art. no. 625115
    Makarov, Vasilly V.
    Savelyev, Sergey K.
    Lasers for Measurements and Information Transfer 2005, 2005, 6251 : 25115 - 25115
  • [7] Different routes to chaos in the Ti:sapphire laser -: art. no. 043813
    Kovalsky, MG
    Hnilo, AA
    PHYSICAL REVIEW A, 2004, 70 (04): : 043813 - 1
  • [8] Amplification of femtosecond laser filaments in Ti:Sapphire -: art. no. 163901
    Philip, J
    D'Amico, C
    Chériaux, G
    Couairon, A
    Prade, B
    Mysyrowicz, A
    PHYSICAL REVIEW LETTERS, 2005, 95 (16)
  • [9] A CSCW data mining model for spatial knowledge production - art. no. 67957C
    Yu Liang
    Tian Yangge
    Bian Fuling
    SECOND INTERNATIONAL CONFERENCE ON SPACE INFORMATION TECHNOLOGY, PTS 1-3, 2007, 6795 : C7957 - C7957
  • [10] The case of PIMS: Image information mining in a SAR data ground segment - art. no. 674601
    Schwarz, G.
    de Miguel, A.
    Datcu, M.
    SAR IMAGE ANALYSIS, MODELING, AND TECHNIQUES IX, 2007, 6746 : 74601 - 74601
12345