Title :
An Automatic Model Selection Algorithm Based Genetic Programming
Author :
Feng, Yanghe ; Dai, Chaofan ; Shi, Jianmai ; Mu, Liang
Author_Institution :
C4ISR Technol. Key Lab. of Sci. & Technol. for Nat. Defense, Nat. Univ. of Defense Technol., Changsha, China
Abstract :
The usability of model-aided decision relies on intellectualized level of model selection. An algorithm of Model selection based sample data is proposed in the paper. The meta-models are classified by characters of the sample data, and the assembled models are built as tree format. The genetic operations are performed under several restrictions to provide the model selection scheme. Its process hardly depends on user´s knowledge on domain.
Keywords :
genetic algorithms; metacomputing; automatic model selection algorithm; genetic operations; genetic programming; metamodels; model-aided decision usability; Assembly; Automatic control; Chaos; Classification tree analysis; Genetic algorithms; Genetic programming; Information analysis; Laboratories; Natural languages; Usability;
Conference_Titel :
Information Engineering and Electronic Commerce (IEEC), 2010 2nd International Symposium on
Conference_Location :
Ternopil
Print_ISBN :
978-1-4244-6972-7
Electronic_ISBN :
978-1-4244-6974-1
DOI :
10.1109/IEEC.2010.5533243