• Title/Summary/Keyword: Technology framework

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Next Location Prediction with a Graph Convolutional Network Based on a Seq2seq Framework

  • Chen, Jianwei;Li, Jianbo;Ahmed, Manzoor;Pang, Junjie;Lu, Minchao;Sun, Xiufang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.5
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    • pp.1909-1928
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    • 2020
  • Predicting human mobility has always been an important task in Location-based Social Network. Previous efforts fail to capture spatial dependence effectively, mainly reflected in weakening the location topology information. In this paper, we propose a neural network-based method which can capture spatial-temporal dependence to predict the next location of a person. Specifically, we involve a graph convolutional network (GCN) based on a seq2seq framework to capture the location topology information and temporal dependence, respectively. The encoder of the seq2seq framework first generates the hidden state and cell state of the historical trajectories. The GCN is then used to generate graph embeddings of the location topology graph. Finally, we predict future trajectories by aggregated temporal dependence and graph embeddings in the decoder. For evaluation, we leverage two real-world datasets, Foursquare and Gowalla. The experimental results demonstrate that our model has a better performance than the compared models.

A Mapping of the Overall Features of Technology Valuation (기술가치평가의 개념적 분석)

  • 설성수
    • Journal of Korea Technology Innovation Society
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    • v.3 no.2
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    • pp.1-13
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    • 2000
  • This paper maps the overall features of technology valuation through a conceptional framework. The framework is composed of 4 dimensions such as basic, compositional, technical and behavioral dimension. At basic dimension, what is value and what is technology are discussed. The valuation of technology or the valuation of other assets are compared at the compositional dimension. The techniques of the valuation of technology and its difference with the valuation methods of other assets are examined at the technical dimension. The effectiveness, possibility and error of valuation are discussed at the behavioral dimension.

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An Exploratory Study on the Framework to Classify Social Commerce Models

  • Cho, Nam-Jae;Lee, Hyung-Ju;Oh, Seung-Hee
    • Journal of Information Technology Applications and Management
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    • v.19 no.1
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    • pp.25-36
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    • 2012
  • Social Commerce recently attracted the attention of academic and industry researchers. Social Commerce aims to make a transactional environment which is beneficial to three parties-social commerce service provider, buyer and seller by way of using the platform of SNS. As Social Commerce is a new technology issue, there is no existing conceptual framework, e.g. appropriate classification the business types, that help to understand the nature of Social Commerce. This study suggests one classification framework and tries to verify whether it works.

Design and Implementation of Integration Application Framework Supporting Dynamic Configuration (동적 형상 변경 관리를 지원하는 통합 애플리케이션 프레임워크의 설계 및 구현)

  • Lee, Yong-Hwan;Min, Du-Gki
    • Journal of Information Technology Services
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    • v.4 no.1
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    • pp.117-128
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    • 2005
  • When we conduct development of a large-size SI project, it is highly necessary to utilize an appropriate application framework which helps to build a qualified software with high productivity in a short period of time. In this paper, we propose the architecture of a dynamically reconfigurable CBD application integration framework that has been used for developing large-scale e-business applications to achieve high development productivity and maintainability. This Integration framework can easily extend its functionalities, and dynamically change its configuration during run time according to the business category, such as applying interaction patterns among main components in software architecture, rules, policies, and environmental parameters. Dynamic reconfiguration has the feature to make applications be easily customized for changeable requirements. Through our application integration framework, huge sizes of contents can be managed according to the business category as well, by keeping configuration informations and huge volumes of source codes. In order to evaluate out application integration framework in terms of performance criteria, we present experimental results of throughputs from the framework by yielding dynamic configuration without any performance degradation.

Design and Implementation for Android Game Framework Using the Linked Observer Pattern (Linked Observer 패턴을 적용한 안드로이드 게임 프레임워크 설계 및 구현)

  • Seo, Moon-Seog
    • Journal of Information Technology Services
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    • v.12 no.3
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    • pp.421-432
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    • 2013
  • The changes in the game platform is appeared since the advent of smart-phones. Apple's iOS or Google's Android platform is gradually expanding their territories in the mobile game area. Android's platform fragmentation and the absence of game development framework act as barriers for game developments. In the development of game applications on the smart-phone, the standardized development procedures under game framework can achieve the productivity improvement. In this paper, we propose a new design pattern suitable for the design of a framework for new areas of application through the expansion of existing framework. The design and implementation of the Android game development framework is presented by taking advantage of existing design patterns and a proposed pattern. Also we propose the standardized development procedure of game applications under the proposed framework.

Effective Proposal Communication Framework Based on Credibility (신뢰성에 기반한 효과적 제안 Communication Framework)

  • Jung, Sung-Hwa;Kim, Up
    • 한국IT서비스학회:학술대회논문집
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    • 2008.11a
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    • pp.47-52
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    • 2008
  • The purpose of this research is to develop a communication framework based on credibility for information technology (IT) proposal. It is necessary to develop a communication framework for IT proposal since it has become more important how effective IT service providers can deliver an IT proposal to customers. In this paper, we develop a communication framework for IT proposal through dividing customer's recognition steps and analyzing key factors based on the credibility. Key factors affecting communication framework have been identified and analyzed by focus group interview and questionnaires with experienced staffs. The results of this study can be used for enhancement of IT proposal's quality through the introduction of communication framework.

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기술확산과 혁신 유인 - 기술 정책에 관한 통합적 접근 -

  • 한윤환;유평일;이상식
    • Journal of Technology Innovation
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    • v.9 no.1
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    • pp.77-93
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    • 2001
  • In this paper, we propose a novel framework for technology policy aimed both for the generation and diffusion of new technologies. Based upon critical examination of related theories and practice of technology policy, we identify two major problems in current technology generation policy, and the segregated approach to technology diffusion policy from technology generation policy. To remedy these problems, we argue that two goals of technology policy of generation and diffusion should be integrated and synchronized via unified policy framework, and propose the conceptual configuration for policy implementation which can serve the desired objective.

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Success Factors of Commercialization in IT Technology (정보통신 기술의 상용화 성공요인 분석)

  • Lee, Young-Duck
    • Journal of Technology Innovation
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    • v.12 no.3
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    • pp.259-276
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    • 2004
  • This paper identifies success factors influencing technology commercialization, develops a framework for technology commercialization model among factors, commercialization, empirically investigates the framework, and suggests policy alternatives for more effective technology commercialization in the areas of information and communication technology industries in Korea. To facilitate commercialization of government-sponsored R&D projects, the following policy implications are suggested; manager's willingness and support on commercialization, and more abundant commercialization fund, former experience on commercialization, strong linkage with present business and technology, more information about government commercialization programs and technologies, and improved environment of commercialization including market protection and penetration support.

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A Framework for Integration of Knowledge Management and Business Process Management (지식 관리와 프로세스 관리의 통합 프레임워크)

  • Jung, Ji-Soo;Song, Min-Seok;Choi, In-Jun
    • IE interfaces
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    • v.18 no.1
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    • pp.52-62
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    • 2005
  • Recently, several attempts have been made to introduce the process concept to knowledge management (KM) or the knowledge concept to business process management (BPM) in order to combine the advantages of the two approaches. However, clear description about their interrelationship or a comprehensive framework to combine them has not been provided. This paper explores how KM and BPM can complement each other and proposes a framework to integrate the two paradigms. The concept of process knowledge proposed by this paper focuses on the importance of business processes as knowledge, which is overlooked by existing KM or BPM research efforts. The paper proposes a framework that combines and extends the functionalities of existing knowledge management systems (KMSs) and business process management systems (BPMSs) by identifying the functionalities required to manage process knowledge from the lifecycle perspective of both knowledge management and business process management. A prototype system is also presented to demonstrate the feasibility of the proposed framework.

Design and Development of Framework for Wireless Data Broadcast of XML-based CCR Documents (XML 기반 CCR 문서의 무선 데이터 방송을 위한 프레임워크의 설계와 구현)

  • Im, Seokjin;Hwang, Hee-Joung
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.15 no.5
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    • pp.169-175
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    • 2015
  • In the field of health informatics converging ICT technology and medicine technology, XML-based CCR document make sure the continuity and mobility of the information of patients. When a number of clients access CCR documents, wireless data broadcast that supports any number of clients can be an alternative for the scalability. In this paper, we propose a framework for wireless data broadcast of XML-based CCR documents. We design and implement the framework that can adopt various data scheduling algorithms and indexing schemes for the optimized performances of clients. The implemented framework shows the efficiency with simulations adopting various data scheduling algorithms and indexing schemes.