• Title/Summary/Keyword: network industry

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Industry Stock Returns Prediction Using Neural Networks (신경망을 이용한 산업주가수익율의 예측)

  • Kwon, Young-Sam;Han, In-Goo
    • Asia pacific journal of information systems
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    • v.9 no.3
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    • pp.93-110
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    • 1999
  • The previous studies regarding the stock returns have advocated that industry effects exist over entire industry. As the industry categories are more rigid, the demand for predicting the industry sectors is rapidly increasing. The advances in Artificial Intelligence and Neural Networks suggest the feasibility of a valuable computational model for stock returns prediction. We propose a sector-factor model for predicting the return on industry stock index using neural networks. As a substitute for the traditional models, neural network model may be more accurate and effective alternative when the dynamics between the underlying industry features are not well known or when the industry specific asset pricing equation cannot be solved analytically. To assess the potential value of neural network model, we simulate the resulting network and show that the proposed model can be used successfully for banks and general construction industry. For comparison, we estimate models using traditional statistical method of multiple regression. To illustrate the practical relevance of neural network model, we apply it to the predictions of two industry stock indexes from 1980 to 1995.

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An Empirical Study on the Influencing Factors on the Technology Performance in the Embedded Firms and The Moderating Effect of Government Support (국내 임베디드 기업의 기술성과에 미치는 영향요인과 정부지원의 조절효과)

  • Moon, Tae-Soo;Kim, Sung-Min;Kim, Kab-Sik
    • Journal of Digital Convergence
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    • v.6 no.4
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    • pp.137-145
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    • 2008
  • Embedded industry has emerged as one of the important industry for u-IT based application service. Technology development related to embedded hardware and software provides the base for the development of U-IT convergence industry. This study intends to suggest a research model to investigate the influence of industry, organization, technology factors on technology performance in the embedded companies. This study adopted research variables such as global network, local network, industry intensity, and technology capability as independent variables, with technology performance as a dependent variable from the existing literatures. The purpose of this study is to analyze the influence of industrial and organizational factors on technology performance of embedded companies SCM systems, including the moderating effect of government support. 94 companies data were collected by survey. The result of this empirical study is summarized as follows. First, local network and technology capability are the important determinants to influence technology performance of embedded companies in direct effect model. Second, global network and industry intensity has more positive influence on technology performance of embedded companies through a moderating variable of government support.

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A study on the Strategy of Fashion and Beauty Industry Using Ubiquitous Network (유비쿼터스 네트워크를 이용한 패션뷰티산업 전략에 관한 연구)

  • Lee, Yong-Il;Lee, Ae-Soon
    • Journal of the Korean Society of Fashion and Beauty
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    • v.6 no.1
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    • pp.16-20
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    • 2008
  • Ubiquitous computing which is called, the innovation of the 21st Century is a core technology of next generation. RFID technology is noticed, and physical distribution, home network, telematics, like industry automatization are developed by using various technique. Particulary, They use RFID technology for fashion and beauty industry, So, supplying network management, physical distribution management and warehouse management are investigated for the automatization. What we have investigated so far, a traceability system is made of ubiquitous sensor network for monitoring fashion and beauty industry environment. The proposed system using EPC network can provide information of industrial products traceability quickly and efficiently. Moreover, this system with RFID Technology gives intelligence of distribution and record. In this paper, We recommend the vision of Ubiquitous convergence of fashion and beauty industry.

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A Study on Fashion Show Project Management with the Aud of the Network Technique (네트웍 기법에 의한 패션쇼 프로젝트의 관리 모형에 관한 연구)

  • 양리나
    • The Research Journal of the Costume Culture
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    • v.6 no.3
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    • pp.21-33
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    • 1998
  • A project manager is required to have systematic knowledge in the project management in fashion and apparel industry. The Network Technique is a modern project management technique and applies to almost all industry sectors, including fashion and apparel industry. Through the Network Technique, we can save project time and cost. The purpose of present study are - to introduce the Network Technique into fashion and apparel industry management area, and - to make an practical application of he Network Technique to fashion and apparel industry. For these purpose, fist we define the Network Technique, and then we apply it to fashion show as an example. Only time component is considered in this study. Cost component can be dealt with later on in the project planning area.

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A construction Plan for the integrated information network of sports industry (스포츠산업 통합정보망 구축 방안)

  • Jun, Sunhye;Kang, SeungAe;Kim, Hyuncheol;Kwon, Hyungil;Kang, Sunyoung;Kim, Yeojin;Jeon, Heejun
    • Convergence Security Journal
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    • v.13 no.3
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    • pp.63-69
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    • 2013
  • This research analyze the current status pertaining to the sport industry's information system and information network in Korea to propose integrated information network of sport industry construction measures with the goal of optimizing vertical and horizontal network formation, and knowledge information sharing and dissemination. To construct integrated information network of sport industry, literature examination and meeting of experts to search for measures are utilized. This paper analyze the realities of the sport industry's information system and information network in Korea to propose the following when it comes to the measures to realize sport industry's information integration. First, DB for sport industry relate information that factored in the Ontology is being developed. In other words, it is necessary to design a DB that factors in the Semantic Web. Second, once the DB relate to the sport industry that factored in the Ontology is developed, it is necessary to build RSS/Atom based active network that enables exchange of organic information among them.

A Study on Innovation and Competitive Strategy in Network-Based Economy: Case Analysis on Network Effects, Incremental Innovation in Korean Mobile Telecommunication Industry (네트워크 경제 하에서 혁신과 경쟁 전략에 대한 기반 연구: 한국 이동통신 산업 사례를 중심으로)

  • An, Kwang-Jun;Shin, Dong-Hyung
    • Journal of Korea Technology Innovation Society
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    • v.11 no.2
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    • pp.145-170
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    • 2008
  • The existence of network is indeed the single most important factor that brings about new business phenomena in the new digital economy, especially in the IT industry. Network effect refers to a phenomenon that the increase in size of the network leads to increased network value and user utility. It determines the competitive structure of an industry and the performances of industry competitors (Shapiro and Varian, 1999). The phenomenon of increasing returns and winner-take-all enjoyed by the early winner in the competition can be attributed to the existence of positive feedback which increases the value of network and induces more users into join the network (Arthur, 1996; Shapiro and Varian, 1999; Song and Lee, 2003). This research attempts to shed light on the topic of innovation and competitive strategy of network-based industries. We analyze the case of the Korean mobile communications industry, in which a shift in technological paradigm from 2G to 3G brought new changes to the competitive structure of the industry. The Korean mobile communications industry makes an ideal case for analysis since it is an industry whose value is inherently dependent upon its user network. It is characterized by the typical increasing returns, in which a monopolizing player is enjoying firstmover's network effects. Because of the existence of network in the mobile communications industry, latecomers' disruptive innovations could not outcompete the incumbent's sustaining innovations. The contribution of this research lies in laying a groundwork for future studies by introducing a numerical simulation model to analyze the complexity theory and network effect.

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An Effect of a Corporation's Network Position in the Korean Space Industry on Performance (한국 우주산업 네트워크에서의 기업위치가 성과에 미치는 영향)

  • Lim, Chang Ho;Kim, Ji-hee
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.29 no.4
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    • pp.67-77
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    • 2021
  • Space development has been led by the state due to huge investment, risks of development failure, and restrictions on international cooperation on technology development and transfer. For this reason, it has been developed mainly by some advanced countries and industrial network formed among them. However, Korean space industry is being promoted by the successful launch of 'KSLV-I' and 'CAS 500-I' and the space launch vehicle "KSLV-II" under development. Recently, Korea and U.S. agreed to end bilateral missile guidelines. Therefore it is expected that development of Korean space industry will be accelerated due to the disappearance of the constraining factors for the development of space launch vehicles. Accordingly, this study examined the development and formation of the Korean space industry through the framework of network analysis. Based on this, the effect of structural position in the industrial network as a resource on the performance of Korean space companies was examined. Panel analysis was applied. Through this study, ideas for fostering the domestic space industry and implications for national policy related with building an industrial ecosystem are derived. It contributes to the development of space industry in Korea.

A Construction of An Intelligent Industry Network through Wireless Sensor Network

  • Yun, Yeo-hong;Hwang, Kwang-il;Han, Woo-young;Eom, Doo-seop
    • Proceedings of the IEEK Conference
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    • 2003.07a
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    • pp.465-468
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    • 2003
  • In industry areas, a lot of factories and process plants need network for processing data acquired from field and for communicating between sensors or actuators or field controllers. Most of the industry networks are based on wired solutions. But, recently, a lot of factories and process plants are moving into wireless solutions since they have some advantages compared with wired one. In this paper we first review the characteristics of wired and wireless network technologies and introduce the new technique called wireless sensor network (WSN). And then we describe the wireless sensor node system designed by us for WSN which has the ability of small size, flexibility and low-power consumption and embedded into the Bar-code scanner to communicate each other. Finally, we conclude this paper by showing that wireless industry network can be constructed with wireless sensor network without large change of traditional wired topologies through experiment using wireless sensor nodes.

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Migration and Energy Aware Network Traffic Prediction Method Based on LSTM in NFV Environment

  • Ying Hu;Liang Zhu;Jianwei Zhang;Zengyu Cai;Jihui Han
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.3
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    • pp.896-915
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    • 2023
  • The network function virtualization (NFV) uses virtualization technology to separate software from hardware. One of the most important challenges of NFV is the resource management of virtual network functions (VNFs). According to the dynamic nature of NFV, the resource allocation of VNFs must be changed to adapt to the variations of incoming network traffic. However, the significant delay may be happened because of the reallocation of resources. In order to balance the performance between delay and quality of service, this paper firstly made a compromise between VNF migration and energy consumption. Then, the long short-term memory (LSTM) was utilized to forecast network traffic. Also, the asymmetric loss function for LSTM (LO-LSTM) was proposed to increase the predicted value to a certain extent. Finally, an experiment was conducted to evaluate the performance of LO-LSTM. The results demonstrated that the proposed LO-LSTM can not only reduce migration times, but also make the energy consumption increment within an acceptable range.

Analyses of requirements for Network Security Technology

  • Kim, Jung-Tae
    • Journal of information and communication convergence engineering
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    • v.5 no.1
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    • pp.64-67
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    • 2007
  • IT industry strategy trend and home network security technology is presented. First, we consider the development strategy to improve next generation IT industry. Second, we have analyzed the technique for implementing home network. Last, we have analyzed the technique to security home network field.