Formal logics of discovery and hypothesis formation by machine

被引:12
|
作者
Hájek, P [1 ]
Holena, M [1 ]
机构
[1] Acad Sci Czech Republic, Inst Comp Sci, CZ-18207 Prague, Czech Republic
关键词
logic of discovery; hypothesis generation; GUHA method; data analysis; data mining; fuzzy logic;
D O I
10.1016/S0304-3975(02)00175-5
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The following are the aims of the paper: (1) To call the attention of the community of Discovery Science (DS) to certain existing formal systems for DS developed in Prague in the 1960s through the 1980s suitable for DS and unfortunately largely unknown. (2) To illustrate the use of the calculi in question by the example of the GUHA method of hypothesis generation by computer, subjecting this method to a critical evaluation in the context of contemporary data mining. (3) To stress the importance of fuzzy logic for DS and to present the state of mathematical foundations of fuzzy logic. (4) Finally, to present a running research program of developing calculi of symbolic fuzzy logic for DS and for a fuzzy GUHA method. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:345 / 357
页数:13
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