DocumentCode
3374201
Title
Controlled flux results in stable decision trees
Author
Kalles, Dimitrios ; Papagelis, Athanassios
Author_Institution
Comput. Technol. Inst., Patras, Greece
fYear
1999
fDate
1999
Firstpage
287
Lastpage
295
Abstract
This work deals with stability in incremental induction of decision trees. Stability problems arise when an induction algorithm must revise a decision tree very often and oscillations between similar concepts decrease learning speed. We introduce a heuristic and an algorithm with theoretical and experimental backing to tackle this problem
Keywords
decision trees; learning by example; numerical stability; controlled flux results; heuristic; incremental induction; induction algorithm; learning speed; stability; stable decision trees; Classification tree analysis; Decision trees; Embedded computing; Read only memory; Stability; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Tools with Artificial Intelligence, 1999. Proceedings. 11th IEEE International Conference on
Conference_Location
Chicago, IL
ISSN
1082-3409
Print_ISBN
0-7695-0456-6
Type
conf
DOI
10.1109/TAI.1999.809802
Filename
809802
Link To Document