Parameter Estimation in Semi-Random Decision Tree Ensembling on Streaming Data

Parameter Estimation in Semi-Random Decision Tree Ensembling on Streaming Data

The induction error in random tree ensembling results mainly from the strength of decision trees and the dependency between base classifiers. In order to reduce the errors due to both factors, a Semi-Random Decision Tree Ensembling (SRDTE) for mining streaming data is proposed based on our previous...

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書目詳細資料
Main Authors:	LI, Peipei, LIANG, Qianhui (Althea), WU, Xindong, Hu, X.
格式:	text
語言:	English
出版:	Institutional Knowledge at Singapore Management University 2009
主題:	Random decision trees - data streams - parameter estimation Computer Sciences
在線閱讀:	https://ink.library.smu.edu.sg/sis_research/454 http://dx.doi.org/10.1007/978-3-642-01307-2_35
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!
機構:	Singapore Management University
語言:	English

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