UNSTRUCTURED BIG DATA ANALYTICS FOR AIR CARGO LOGISTICS MANAGEMENT

Pei-Ju Wu, Chun-Kai Yang
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引用次数: 3

Abstract

Air cargo logistics plays a crucial role in speedy distribution enabling products to be promptly shipped between locations, but few studies have explored the business knowledge of air cargo logistics by unstructured big data. Hence, this study develops a hybrid data mining model to tackle critical issues of air cargo logistics as well as to generate operational strategies for those who would like to manage aviation logistics. Eight vital themes of air cargo logistics from the analytical results of the proposed hybrid data mining model are runway expansion, the air cargo platform, special logistics and certification, e-commerce logistics, cooperation, network expansion, market observation, and airplane conversion. Furthermore, innovation diffusion theory and resource dependence theory are incorporated into the empirical results of a hybrid data mining model to generate the following air cargo logistics strategies: "develop innovative aviation logistics in a suitable manner" and "establish strategic cooperation to enhance aviation logistics performance."
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航空货运物流管理的非结构化大数据分析
航空货运物流在快速配送中发挥着至关重要的作用,使产品能够在不同地点之间迅速运送,但很少有研究利用非结构化大数据探索航空货运物流的业务知识。因此,本研究开发了一种混合数据挖掘模型,以解决航空货运物流的关键问题,并为那些想要管理航空物流的人提供操作策略。从混合数据挖掘模型的分析结果来看,航空货运物流的八个重要主题是跑道扩展、航空货运平台、特种物流和认证、电子商务物流、合作、网络扩展、市场观察和飞机转换。并将创新扩散理论和资源依赖理论纳入混合数据挖掘模型的实证结果,得出“适当发展创新航空物流”和“建立战略合作提升航空物流绩效”的航空货运物流策略。
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