• Title/Summary/Keyword: Global product network

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Influence of Global Competitive Capability on Global Performance of Distribution Industry in South Korea

  • KIM, Boine;KIM, Byoung-Goo
    • Journal of Distribution Science
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    • v.19 no.12
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    • pp.83-89
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    • 2021
  • Purpose: Purpose of this study is to empirically analyze influence of global competitive capability on global performance of distribution industry in South Korea. Also based on the empirical results, give managerial implication to distribution industry and contribute to academies of management. Research design, data and methodology: This study focuses on relationship analysis between global competitive capability and global performance. This study measured global competitive capability with three concepts; human capability, network capability and product/service capability. And measured global performance with export performance. To empirically analyze relationship between variables, this study used 2,316 data of GCL Test by KOTRA and Kdata. This study used SPSS26 and analyzed frequency, reliability, correlation and stepwise regression analysis. Results: Result shows that, in control variable, business period and business field give significant positive influence on export performance. Among antecedents, human capability and network capability give significant positive influence on export performance. However, product/goods/service was not significant. Due to significant influence of business field which is categorical variable. This study additionally analyze relationship by business field group to confirm whether relationship differ by group or similar. Conclusions: Based on the results, this study try to give implication to distribution industry management and contribute to academic.

Deep Neural Network-Based Beauty Product Recommender (심층신경망 기반의 뷰티제품 추천시스템)

  • Song, Hee Seok
    • Journal of Information Technology Applications and Management
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    • v.26 no.6
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    • pp.89-101
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    • 2019
  • Many researchers have been focused on designing beauty product recommendation system for a long time because of increased need of customers for personalized and customized recommendation in beauty product domain. In addition, as the application of the deep neural network technique becomes active recently, various collaborative filtering techniques based on the deep neural network have been introduced. In this context, this study proposes a deep neural network model suitable for beauty product recommendation by applying Neural Collaborative Filtering and Generalized Matrix Factorization (NCF + GMF) to beauty product recommendation. This study also provides an implementation of web API system to commercialize the proposed recommendation model. The overall performance of the NCF + GMF model was the best when the beauty product recommendation problem was defined as the estimation rating score problem and the binary classification problem. The NCF + GMF model showed also high performance in the top N recommendation.

A Study on the Impact of the SCM practices on the Supplier Network Responsiveness, the Product Innovation and the Market Access Time of Export Companies (수출기업의 공급사슬관리가 공급자 네트워크 대응성과 제품혁신 및 시장접근시간에 미치는 영향에 관한 연구)

  • CHOI, Doo-Won;PAK, Myong-Sop;PARK, Jin-Woo
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.71
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    • pp.325-350
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    • 2016
  • As the new competitive environment become more global, technologically oriented and customer driven, as customers continually demand higher quality, faster response, and greater reliability of products and services, the new global market demands a more customer responsive behaviour by companies and firms have responded with innovative products and improved manufacturing processes to manufacture products. Further, the shift from traditional manufacturing and purchasing to JIT manufacturing and purchasing requires customers and suppliers to shift from adversarial relationships to strategic partnerships, and information sharing, so as to attain flexibility, reliability, and speed. SCM practices such as supplier collaboration and information sharing is considered as a key to attaining supplier network responsiveness and enhancing the product innovation and the market access time. The current research investigates the effect of SCM practices on supplier network responsiveness, the product innovation and the market access time of export companies. Thus by providing empirical evidence of the said relationships, this study offers useful guidelines for measuring and improving the supplier network responsiveness of a firm, facilitating further research in the area.

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Deep Neural Network Models to Recommend Product Repurchase at the Right Time : A Case Study for Grocery Stores

  • Song, Hee Seok
    • Journal of Information Technology Applications and Management
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    • v.25 no.2
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    • pp.73-90
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    • 2018
  • Despite of increasing studies for product recommendation, the recommendation of product repurchase timing has not yet been studied actively. This study aims to propose deep neural network models usingsimple purchase history data to predict the repurchase timing of each customer and compare performances of the models from the perspective of prediction quality, including expected ROI of promotion, variability of precision and recall, and diversity of target selection for promotion. As an experiment result, a recurrent neural network (RNN) model showed higher promotion ROI and the smaller variability compared to MLP and other models. The proposed model can be used to develop a CRM system that can offer SMS or app-based promotionsto the customer at the right time. This model can also be used to increase sales for product repurchase businesses by balancing the level of ordersas well as inducing repurchases by customers.

An empirical analysis based on organizational members' perceptions about the effects of antecedents to the external knowledge network on product and service innovations : on the basis of the open innovation perspective (조직 구성원들이 인식하는 자사의 외부 지식 네트워크 구축의 선행요인들이 제품 및 서비스 혁신에 미치는 영향에 관한 실증분석 : 개방형 혁신의 관점을 기반으로)

  • Hau, Yong Sauk;Kang, Minhyung
    • Knowledge Management Research
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    • v.14 no.3
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    • pp.87-100
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    • 2013
  • As the external knowledge networks of firms have become more and more important to their product and service innovations, many global leading companies such as P & G, IBM, and Samsung Electronics have formulated and implemented their open innovation strategy. This study attempts to empirically analyze the effects of CEOs' supports for external knowledge networks, external knowledge network-oriented cultures and inter-organizational knowledge management systems as the major antecedents to external knowledge networks by using the data based on organizational members' perceptions about them. Based on 847 samples collected from employees in three companies in the medical, the construction and the IT service industries, this study performed a structural equation modeling (SEM) analysis about the effects of the antecedents to the external knowledge networks on product and service innovations through Partial Least Squares (PLS). The empirical findings of this study show that CEOs' supports for external knowledge network positively influence product and service innovations, partially mediated by external knowledge network-oriented cultures and inter-organizational knowledge management systems. And they also show that external knowledge network-oriented cultures and inter-organizational knowledge management systems have a positive effect on product and service innovations, respectively, partially mediated by external knowledge networks. With these new findings, academic and practical implications are discussed.

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Post-production service of smart farming based on ICT network

  • Cho, Sokpal;Chung, Heechang
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.10a
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    • pp.603-606
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    • 2015
  • The post-production of smart farming defines the stage that the final products are delivered from producer to consumers via market on ICT network. It deals with the process of product packaging and distribution from producer to consumer with marketing strategy. This focus on reference model for post-production service including specialization, centralization of product delivery, and just-in-time delivery, and marketing system on the network. It defines a significant function component on post-production stage. The producer plays a significant role in economy being one of the main contributors to the many customers. This articles suggest the effective product distribution service which requires delivering the right product, in the right quantity, in the right condition, to the right place, at the right time, for the right cost, and encompassing global marketing based on ICT network, will be provided[1].

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A study on the data integrated Model in RFID network (RFID 네트워크에서 정보 통합 모델 연구)

  • Lee, Chang-Yeol
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.6
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    • pp.785-790
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    • 2006
  • In RFID-based SCM, The traceability and product information is the important target data. In this paper, efficient items traceability model and the integrated model of the product between RFID network and GDS(Global Data Synchronization) network are studied. Information consists of the dynamic data generated from RFID network and static data generated from GDS Network. The integrated model will provide the interoperability between 2 kinds of networks.

전자산업의 서비스부품에 대한 국제로지스틱스 연구

  • 김태현
    • Journal of Distribution Research
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    • v.1 no.2
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    • pp.141-172
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    • 1996
  • This study is to investigate global logistics strategies of Korean electronics companies. in terms of service parts. According to the survey, Korean electronics companies were pursuing multi-level global logistics network such as global, continental, national, regional and service center echelon for improving the efficiency of service parts global logistics. Especially there was a tendency of developing new continental distribution centers. And the companies were exploiting efficiency through inventory control by multi-level echelon, demand forecasting by the product life cycle and supply and service lead time management. But there were some insufficient factors for the efficiency of global logistics operation at the construction of worldwide real time logistics information system and pursuit of the efficiency on the whole network including subcontractors. For the future competitive advantage of the Korean electronics companies, the following are suggested: 1) the establishment of arranged logistics channel adjusting each company's global strategy, 2) the construction of worldwide real time logistics information system, 3) the reengineering of all logistics procedures such as order processing, shipping, inventory control, etc., 4) the enhancement of the ratio of the supply from the external companies and the internal manufacturing subsidiaries at each continent, 5) and the pursuit of operational internalization of external subcontractors.

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Expansion of EPCIS and EPCDS for Efficient Distributed Logistics Information Management (효율적인 분산 물류정보 관리를 위한 EPCIS와 EPCDS의 확장)

  • Kim, Ji-Ho;Shin, Gi-Won;Park, Dae-Won;Kwon, Hyuck-Chul
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.11
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    • pp.1076-1080
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    • 2010
  • EPCglobal Network is based on the Electronic Product Code(EPC) and rapidly opening up to many enterprises that have close relationships with each other. Since a huge amount of logistics Information is distributed in the EPCglobal Network, it needs to manage them effectively. Global logistics companies and institutes are studying and setting up the standards about EPC Information Service(EPCIS), Object Name Service (ONS) and EPC Discovery Service(EPCDS) in the RFID and EPC-based logistics information network. In this paper, we propose expanded EPCIS and EPCDS that are satisfy EPCglobal standards and enable more effective logistics information management.

Product Family Design based on Analytic Network Process (Analytic Network Process에 기초한 제품가족 디자인)

  • Kim, Tai-Oun
    • Journal of Intelligence and Information Systems
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    • v.17 no.4
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    • pp.1-17
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    • 2011
  • In order to maintain customer satisfaction and to remain productive and efficient in today's global competition, mass customization is adopted in many leading companies. Mass customization through product family and product platform enables companies to develop new products with flexibility, efficiency and quick responsiveness. Thus, product family strategy based on product platform is well suited to realize the mass customization. Product family is defined as a group of related products that share common features, components, and subsystems; and satisfy a variety of market niches. The objective is to propose a product family design strategy that provides priority weights among product components by satisfying customer requirements. The decision making process for a new product development requires a multiple criteria decision making technique with feedback. An analytical network process is adopted for the decision making modeling and procedure. For the implementation, a netbook product known as a small PC which is appropriate for the product family model is adopted. According to the proposed architecture, the priority weight of each component for each product family is derived. The relationship between the customer requirement and product component is analyzed and evaluated using QFD model.