Discovery of Laws

Hiroshi MOTODA  Takashi WASHIO  

Publication
IEICE TRANSACTIONS on Information and Systems   Vol.E83-D   No.1   pp.44-51
Publication Date: 2000/01/25
Online ISSN: 
DOI: 
Print ISSN: 0916-8532
Type of Manuscript: INVITED PAPER (Special Issue on Surveys on Discovery Science)
Category: 
Keyword: 
law discovery,  equation finding,  equation fitting,  system identification,  modeling,  empirical discovery,  scientific discovery,  

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Summary: 
Methods to discover laws are reviewed from among both statistical approach and artificial intelligence approach with more emphasis placed on the latter. Dimensions discussed are variable dependency checking, passive or active data gathering, single or multiple laws discovery, static (equilibrium) or dynamic (transient) behavior, quantitative (numeric) or qualitative or structural law discovery, and use of domain-general knowledge. Some of the representative discovery systems are also briefly discussed in conjunction with the methods used in the above dimensions.