Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design
碩士 === 國立屏東科技大學 === 工業管理系所 === 104 === Restaurant industry has been increasingly popular and competitive in Taiwan in the recent years. Many chain-restaurants prefer to have set menu for their customers to simplify the operation and expand business rapidly. Set menu designing in the restaurant has t...
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ndltd-TW-104NPUS50410132017-09-03T04:26:00Z http://ndltd.ncl.edu.tw/handle/39032122429855396201 Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design 應用資料探勘與多準則決策分析於套餐設計之研究 Lin, Zhi-Ting 林芷葶 碩士 國立屏東科技大學 工業管理系所 104 Restaurant industry has been increasingly popular and competitive in Taiwan in the recent years. Many chain-restaurants prefer to have set menu for their customers to simplify the operation and expand business rapidly. Set menu designing in the restaurant has to satisfy both customers and the owner. Accordingly, the Techniques which are called SMARTS and SMART-ROC for designing set menu are applied in this study. Data mining and multi-criteria decision analysis are combined to search the complete set menu for the case studies of band chain restaurants in Taiwan. Customer consumption data were analyzed and classified into four categories from high to low levels based on association rules. SMARTS and SMART-ROC were then used to choose the meals for the set menu. Experimental results indicated that overall SMART-ROC performed better than SMARTS in terms of both objective and subjective values. Data mining and multi-criteria decision analysis developed a set menu designing process, which generates positive results and is perfectly in line with customer preferences to enhance service performance. Liu, Cheng-Hsiang 劉正祥 2016 學位論文 ; thesis 66 zh-TW |
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碩士 === 國立屏東科技大學 === 工業管理系所 === 104 === Restaurant industry has been increasingly popular and competitive in Taiwan in the recent years. Many chain-restaurants prefer to have set menu for their customers to simplify the operation and expand business rapidly. Set menu designing in the restaurant has to satisfy both customers and the owner. Accordingly, the Techniques which are called SMARTS and SMART-ROC for designing set menu are applied in this study. Data mining and multi-criteria decision analysis are combined to search the complete set menu for the case studies of band chain restaurants in Taiwan. Customer consumption data were analyzed and classified into four categories from high to low levels based on association rules. SMARTS and SMART-ROC were then used to choose the meals for the set menu. Experimental results indicated that overall SMART-ROC performed better than SMARTS in terms of both objective and subjective values. Data mining and multi-criteria decision analysis developed a set menu designing process, which generates positive results and is perfectly in line with customer preferences to enhance service performance.
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author2 |
Liu, Cheng-Hsiang |
author_facet |
Liu, Cheng-Hsiang Lin, Zhi-Ting 林芷葶 |
author |
Lin, Zhi-Ting 林芷葶 |
spellingShingle |
Lin, Zhi-Ting 林芷葶 Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
author_sort |
Lin, Zhi-Ting |
title |
Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
title_short |
Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
title_full |
Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
title_fullStr |
Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
title_full_unstemmed |
Application of Data Mining and Multi-Criteria Decision Making for Set Menu Design |
title_sort |
application of data mining and multi-criteria decision making for set menu design |
publishDate |
2016 |
url |
http://ndltd.ncl.edu.tw/handle/39032122429855396201 |
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