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文章基本信息

  • 标题:Scientific Discovery of Dynamic Models Based on Scale-type Constraints
  • 本地全文:下载
  • 作者:Fuminori Adachi ; Takashi Washio ; Hiroshi Motoda
  • 期刊名称:IPSJ Digital Courier
  • 电子版ISSN:1349-7456
  • 出版年度:2006
  • 卷号:2
  • 页码:607-619
  • DOI:10.2197/ipsjdc.2.607
  • 出版社:Information Processing Society of Japan
  • 摘要:This paper proposes a novel approach to discover dynamic laws and models represented by simultaneous time differential equations including hidden states from time series data measured in an objective process. This task has not been addressed in the past work though it is essentially important in scientific discovery since any behaviors of objective processes emerge in time evolution. The promising performance of the proposed approach is demonstrated through the analysis of synthetic data.
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