Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics
碩士 === 長庚大學 === 資訊管理研究所 === 93 === The purpose of this study is to use “Adaptive Network-based Fuzzy Inference System (ANFIS)” to build the relation models based on the data sifted from the statistical data gathered by “Ministry of Finance” and “Directorate-General of Budget, Accounting and Statisti...
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ndltd-TW-093CGU003960032015-10-13T15:29:16Z http://ndltd.ncl.edu.tw/handle/99308390147433337913 Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics 應用ANFIS評估協同作業平台之市場規模-以物流運籌業者為例 LIN, GUO HUEI 林國暉 碩士 長庚大學 資訊管理研究所 93 The purpose of this study is to use “Adaptive Network-based Fuzzy Inference System (ANFIS)” to build the relation models based on the data sifted from the statistical data gathered by “Ministry of Finance” and “Directorate-General of Budget, Accounting and Statistics, Executive Yuan” of Taiwan, and then use these models to predict the estimation of future demands. We sift out the variables with closer relations from GDP, the foreign trade, and the amount of Customs’ manifests in Taiwan by linear regression. Then, the fuzzy inference system of ANFIS can help us building relation models which are able to predict the foreign trade with GDP or predict the amount of Customs’ manifests with import and export trades. At last, use R-square to check the models are usable or not. When all models are finished, the relation models can be used to estimate the ranges of demands with the optimistic GDP and the pessimistic GDP. Because the standard of the amount of Customs’ manifests was changed in 2002, we translate the calculated standard value, the real value divided by predicted value, into the final result. After finishing all steps mentioned above, we predict the future amount of Customs’ manifests of Taiwan until 2011. The optimist demand is 14186360 and the pessimistic demand is 14123144. WANG, JIH CHANG 王日昌 2005 學位論文 ; thesis 60 zh-TW |
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碩士 === 長庚大學 === 資訊管理研究所 === 93 === The purpose of this study is to use “Adaptive Network-based Fuzzy Inference System (ANFIS)” to build the relation models based on the data sifted from the statistical data gathered by “Ministry of Finance” and “Directorate-General of Budget, Accounting and Statistics, Executive Yuan” of Taiwan, and then use these models to predict the estimation of future demands.
We sift out the variables with closer relations from GDP, the foreign trade, and the amount of Customs’ manifests in Taiwan by linear regression. Then, the fuzzy inference system of ANFIS can help us building relation models which are able to predict the foreign trade with GDP or predict the amount of Customs’ manifests with import and export trades. At last, use R-square to check the models are usable or not. When all models are finished, the relation models can be used to estimate the ranges of demands with the optimistic GDP and the pessimistic GDP. Because the standard of the amount of Customs’ manifests was changed in 2002, we translate the calculated standard value, the real value divided by predicted value, into the final result.
After finishing all steps mentioned above, we predict the future amount of Customs’ manifests of Taiwan until 2011. The optimist demand is 14186360 and the pessimistic demand is 14123144.
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author2 |
WANG, JIH CHANG |
author_facet |
WANG, JIH CHANG LIN, GUO HUEI 林國暉 |
author |
LIN, GUO HUEI 林國暉 |
spellingShingle |
LIN, GUO HUEI 林國暉 Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
author_sort |
LIN, GUO HUEI |
title |
Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
title_short |
Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
title_full |
Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
title_fullStr |
Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
title_full_unstemmed |
Applying ANFIS to Evaluate Demand of Collaborative Platform in Global Logistics |
title_sort |
applying anfis to evaluate demand of collaborative platform in global logistics |
publishDate |
2005 |
url |
http://ndltd.ncl.edu.tw/handle/99308390147433337913 |
work_keys_str_mv |
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