Title :
Research of AHP-SOM Model and Its Application
Author :
Peng, Yan ; Hu, Ziyi
Author_Institution :
Capital Normal Univ., Beijing
Abstract :
Decision-making in the field of information systems has become more complex due to a larger number of alternatives, multiple and sometimes conflicting goals. In this paper we explore the appropriateness of Analytic Hierarchy Process (AHP) to support construction project bid decision-making. Since AHP can be applied if the decision problem includes multiple objectives, conflicting criteria, incommensurable units, and aims at selecting an alternative from a known set of alternatives. And Self-organizing feature map network (SOM) network can classify input models automatically by learning rules. That is, under the circumstance of no teachers, through repeated studies, it can capture all features of input data and organize them automatically. This paper attempts to establish a link between these two approaches. We combine AHP with SOM approach, explore and establish a new kind of evaluation model. The proposed model is applied to construction project bid system and a proof - of - concept prototype has been developed to demonstrate our model.
Keywords :
decision making; self-organising feature maps; AHP-SOM model; analytic hierarchy process; project bid decision-making; self-organizing feature map network; Application software; Data mining; Decision making; Educational institutions; Information systems; Neural networks; Pattern recognition; Power generation economics; Prototypes; Workstations; Analytic hierarchy process; Self-Organizing Feature Maps; evaluation model;
Conference_Titel :
Pervasive Computing and Applications, 2007. ICPCA 2007. 2nd International Conference on
Conference_Location :
Birmingham
Print_ISBN :
978-1-4244-0971-6
Electronic_ISBN :
978-1-4244-0971-6
DOI :
10.1109/ICPCA.2007.4365418