On A New Model Tree Algorithm and Its Application
Xiaohui Chang · Control Engineering of China · 2008
Decision tree algorithm has high training speed and easy understandable result,but it has the disadvantages of limited precision resulting and is unable to satisfy the need of application in businesses.Basd on the advantages of LogitBoost algorithm,a new model tree algorithm called LCTree algorithms is proposed.LCTree algorithm is an improved algorithm building Logistic model on the leaves of C4.5 tree.The experiments of the LCTree algorithms show better precision than others algorithms.The application in classification modeling of telecommunications data set got more effective results than C4.5 does.