Scientific Data Mining

Scientific Data Mining pdf epub mobi txt 电子书 下载 2025

出版者:Society for Industrial and Applied Mathematic
作者:Chandrika Kamath
出品人:
页数:300
译者:
出版时间:2009-05-01
价格:USD 71.00
装帧:Paperback
isbn号码:9780898716757
丛书系列:
图书标签:
  • 方法 
  • 数据 
  • 分析 
  • On_Shelf 
  • Analysis 
  •  
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Technological advances are enabling scientists to collect vast amounts of data in fields such as medicine, remote sensing, astronomy, and high-energy physics. These data arise not only from experiments and observations, but also from computer simulations of complex phenomena. As a result, it has become impractical to manually analyze and understand the data. This book describes how techniques from the multi-disciplinary field of data mining can be used to address the modern problem of data overload in science and engineering domains. Starting with a survey of analysis problems in different applications, it identifies the common themes across these domains and uses them to define an end-to-end process of scientific data mining. This multi-step process includes tasks such as processing the raw image or mesh data to identify objects of interest; extracting relevant features describing the objects; detecting patterns among the objects; and displaying the patterns for validation by the scientists.

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