Title :
A rough set based multi-Level Grey Evaluation on material purchasers´ performance
Author :
Yuan, Ling ; Zhang, Yuan-Biao
Author_Institution :
Electr. & Inf. Coll., Jinan Univ., Zhuhai, China
Abstract :
This paper intends to investigate a comprehensive evaluation method for material purchasers´ performance with the consideration of the existing corruption. Firstly, the paper puts forward the multi-level evaluation index system of purchasers based on the objective of corporation strategy. After indexes´ weights are determined by using AHP, a multi-level gray evaluation model for material purchaser´s performance is presented on its gray characteristic. This paper proposes a new method with a rough set approach to evaluate the purchaser´s corruption degree, based on the purchasers´ financial statements. After using a rough set based feature selection technique to get the main affecting factors on materials´ price, a mathematical model for purchasers´ financial credit rating is proposed with regression analysis and price D-value analysis. Finally, the model has been verified by adopting a group of experimental data and shows superiority in preventing excessive corruption.
Keywords :
decision making; grey systems; pricing; purchasing; regression analysis; rough set theory; AHP; corporation strategy; corruption; feature selection; financial credit rating; financial statements; material purchasers; multilevel evaluation index system; price D-value analysis; regression analysis; rough set based multilevel grey evaluation; Indexes; Materials; Procurement; Regression analysis; Set theory; Feature Selection; Financial Credit Rating; Material Purchasers´ Performance; Multi-level Grey Evaluation;
Conference_Titel :
Artificial Intelligence, Management Science and Electronic Commerce (AIMSEC), 2011 2nd International Conference on
Conference_Location :
Deng Leng
Print_ISBN :
978-1-4577-0535-9
DOI :
10.1109/AIMSEC.2011.6010208