Comparison among three analytical methods for knowledge communities group-decision analysis

被引:133
|
作者
Chu, Mei-Tai
Shyu, Joseph
Tzeng, Gwo-Hshiung
Khosla, Rajiv
机构
[1] Natl Chiao Tung Univ, Inst Management Technol, Hsinchu 300, Taiwan
[2] Kainan Univ, Dept Business Adm, Tao Yuan 338, Taiwan
[3] La Trobe Univ, Business Syst & Knowledge Modelling Lab, Melbourne, Vic 3086, Australia
关键词
knowledge communities (KC); Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS); VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR); multiple criteria decision making (MCDM);
D O I
10.1016/j.eswa.2006.08.026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Knowledge management can greatly facilitate an organization's learning via strategic insight. Assessing the achievements of knowledge communities (KC) includes both a theoretical basis and practical aspect; however, a cautionary word is in order, because using improper measurements will increase complexity and reduce applicability. Group decision-making, the essence of knowledge communities, lets one considers multi-dimensional problems for the decision-maker, sets priorities for each decision factor, and assesses rankings for all alternatives. The purpose of this study is to establish the objective and measurable patterns to obtain anticipated achievements of KC through conducting a group-decision comparison. The three multiple-criteria decision-making methods we used, simple average weight (SAW), "Technique for Order Preference by Similarity to an Ideal Solution" (TOPSIS) and "VlseKriterijumska Optimizacija I Kompromisno Resenje" (VIKOR), are based on an aggregating function representing "closeness to the ideal point". The TOPSIS and VIKOR methods were used to highlight our innovative idea, academic analysis, and practical appliance value. Simple average weight (SAW) is known to be a common method to get the preliminary outcome. Our study provides a comparison analysis of the above-three methods. An empirical case is illustrated to demonstrate the overall KC achievements, showing their similarities and differences to achieve group decisions. Our results showed that TOPSIS and simple average weight (SAW) had identical rankings overall, but TOPSIS had better distinguishing capability. TOPSIS and VIKOR had almost the same success setting priorities by weight. However, VIKOR produced different rankings than those from TOPSIS and SAW, and VIKOR also made it easy to choose appropriate strategies. Both the TOPSIS and VIKOR methods are suitable for assessing similar problems, provide excellent results close to reality, and grant superior analysis. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1011 / 1024
页数:14
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