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研究生:楊鈞凱
研究生(外文):YANG, CHUN-KAI
論文名稱:航空物流管理之非結構化大數據分析
論文名稱(外文):Unstructured Big Data Analytics for Air Cargo Logistics Management
指導教授:吳沛儒吳沛儒引用關係
指導教授(外文):WU, PEI-JU
口試委員:楊士霆陳志騰
口試委員(外文):YANG, SHIH-TINGCHEN, CHIH-TENG
口試日期:2018-07-05
學位類別:碩士
校院名稱:逢甲大學
系所名稱:運輸與物流學系
學門:運輸服務學門
學類:運輸管理學類
論文種類:學術論文
論文出版年:2018
畢業學年度:106
語文別:英文
論文頁數:104
中文關鍵詞:航空物流大數據之非結構化資料混合資料探勘模式物流策略
外文關鍵詞:Air cargo logisticsUnstructured big dataA hybrid data mining modelLogistics strategies
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致 謝 ii
摘 要 iii
ABSTRACT iv
CONTENTS v
LIST OF FIGURES vii
LIST OF TABLES viii
1. INTRODUCTION 1
1.1. Background and Motivation 1
1.2. Purpose and Scope 2
1.3. Research Flow 4
1.4. Chapter Organization 6
2. LITERATURE REVIEW 7
2.1. Air Cargo Technology and Strategies 7
2.2. Business Cooperation of Air Logistics Companies 9
2.3. Air Cargo Sustainability 10
2.4. Summary 11
3. METHODOLOGY 13
3.1. Data Pre-processing 14
3.2. Cluster 15
3.3. Association Rules 16
3.4. Decision Tree 19
3.5. Text Rule Model 23
4. EMPIRICAL RESULTS 26
4.1. Data Collection 26
4.2. Data Pre-processing 31
4.3. The Empirical Results of Cluster 33
4.4. The Empirical Results of Association Rules 40
4.5. The Empirical Results of Decision Tree 44
4.6. The Empirical Results of Text Rule Model 50
5. Managerial Implications 55
5.1. Establish Strategic Cooperation to Enhance Aviation Logistics Performance 55
5.2. Develop Eco-Innovation Technology to Achieve Environmental Sustainability in Air Cargo Logistics 57
5.3. Upgrade the Equipment of Air Cargo Logistics to Achieve Environmental Sustainability 59
5.4. Improve the Fuel Efficiency of Transportation in Air Cargo Logistics 60
6. Conclusion 62
6.1. Main Conclusions 62
6.2. Future Research 64
REFERENCE 66
APPENDIX 93


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