DocumentCode
929402
Title
An inductive inference procedure to minimize prediction error
Author
Matsushima, Toshiyasu ; Inazumi, Hiroshige ; Hirasawa, Shigeichi
Author_Institution
Dept. of Manag. Inf., Yokohama Coll. of Commerce, Japan
Volume
23
Issue
2
fYear
1993
Firstpage
547
Lastpage
554
Abstract
Considering inductive inference and deductive inference as not individual processes but a serial process of information processing, the serial inference procedure is studied for two purposes: the compression of observed facts and the prediction of new well-formed formulas. A serial inference process scheme that uses the correspondence to source coding and prediction problems is proposed. The optimal inference procedures for the two purposes are shown in the proposed scheme
Keywords
inference mechanisms; minimisation; deductive inference; fact compression; inductive inference; prediction error minimization; serial inference procedure; source coding; wff; Algorithm design and analysis; Engineering management; Gold; Industrial engineering; Inference algorithms; Information processing; Machine learning; Machine learning algorithms; Source coding; Virtual colonoscopy;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9472
Type
jour
DOI
10.1109/21.229467
Filename
229467
Link To Document