The introduction of a third stage in tree growing approach is suggested. The aim is to find a honest tree, that is, a tree which is not only understandable and accurate, but also statistically reliable. Testing procedures for both classification and regression trees are introduced. These procedures guide the search for those parts in tree structures which are statistically significant. © 2002 Elsevier Science B.V. All rights reserved.
A statistical approach to growing a reliable honest tree / Cappelli, Carmela; F., Mola; Siciliano, Roberta. - In: COMPUTATIONAL STATISTICS & DATA ANALYSIS. - ISSN 0167-9473. - STAMPA. - 38:3(2002), pp. 285-299. [10.1016/S0167-9473(01)00044-5]
A statistical approach to growing a reliable honest tree
CAPPELLI, CARMELA;SICILIANO, ROBERTA
2002
Abstract
The introduction of a third stage in tree growing approach is suggested. The aim is to find a honest tree, that is, a tree which is not only understandable and accurate, but also statistically reliable. Testing procedures for both classification and regression trees are introduced. These procedures guide the search for those parts in tree structures which are statistically significant. © 2002 Elsevier Science B.V. All rights reserved.| File | Dimensione | Formato | |
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