Toward the Discovery of First Principle Based Scientific Law Equations

Authors:
Takashi Washio;Hiroshi Motoda
Affiliations:
-;-
Venue:
Progress in Discovery Science, Final Report of the Japanese Discovery Science Project
Year:
2002

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Abstract

Conventional work on scientific discovery such as BACON derives empirical law equations from experimental data. In recent years, SDS introducing mathematical admissibility constraints has been proposed to discover first principle based law equations, and it has been further extended to discover law equations from passively observed data. Furthermore, SSF has been proposed to discover the structure of a simultaneous equation model representing an objective process through experiments. In this report, the progress of these studies on the discovery of first principle based scientific law equations is summarized, and the future directions of this research are presented.