Prospective scientific methodology in knowledge society

  • Authors:

  • Genshiro Kitagawa

  • Affiliations:

  • The Institute of Statisical Mathematics, Tokyo, Japan

  • Venue:
  • PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
  • Year:
  • 2008

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Abstract

Due to rapid development of information and communication technologies, the methodology of scientific research and the society itself is changing. The present grand challenge is the development of the fourth methodology for scientific researches to create knowledge based on large scale massive data. To realize this, it is necessary to develop a method of integrating various types of information and of personalization, and the Bayes modeling is becoming the key technology. In the latter half of the paper, several time series examples are presented to show the importance of careful modeling that can take into account of essential information.