Książka Decision Tree Pruning Using Expert Knowledge Jingfeng Cai

Decision Tree Pruning Using Expert Knowledge

Cost-sensitive Pruning

Autor: Jingfeng Cai
Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 8-11 dni
289.03
Decision tree technology has proven to be a valuable way of capturing human decision making within a...

Informacje o książce

Autor
Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2008
strony
236
EAN
9783836491556
ISBN
3836491559
Enbook ID
06901449
Waga
322
Wymiary
152 x 229 x 13

Pełny opis

Decision tree technology has proven to be a valuable way of capturing human decision making within a computer. How to prune the decision tree is one of the research directions of the decision tree technique, but the idea of cost-sensitive pruning has received much less attention than other pruning techniques even though additional flexibility and increased performance can be obtained from this method. This dissertation reports on a study of cost-sensitive methods for decision tree pruning. A decision tree pruning algorithm called KBP1.0, which includes four cost-sensitive methods, is developed. The intelligent inexact classification is used for first time in KBP1.0 to prune the decision tree. Using expert knowledge in decision tree pruning is discussed for the first time. By comparing the cost-sensitive pruning methods in KBP1.0 with other traditional pruning methods on benchmark data sets, the advantage and disadvantage of cost-sensitive methods in KBP1.0 have been summarized. This research will enhance our understanding of the theory, design and implementation of decision tree pruning using expert knowledge.

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