• 제목/요약/키워드: Data Provider

검색결과 751건 처리시간 0.033초

Target Market Determination for Information Distribution and Student Recruitment Using an Extended RFM Model with Spatial Analysis

  • ERNAWATI, ERNAWATI;BAHARIN, Safiza Suhana Kamal;KASMIN, Fauziah
    • 유통과학연구
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    • 제20권6호
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    • pp.1-10
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    • 2022
  • Purpose: This research proposes a new modified Recency-Frequency-Monetary (RFM) model by extending the model with spatial analysis for supporting decision-makers in discovering the promotional target market. Research design, data and methodology: This quantitative research utilizes data-mining techniques and the RFM model to cluster a university's provider schools. The RFM model was modified by adapting its variables to the university's marketing context and adding a district's potential (D) variable based on heatmap analysis using Geographic Information System (GIS) and K-means clustering. The K-prototype algorithm and the Elbow method were applied to find provider school clusters using the proposed RFM-D model. After profiling the clusters, the target segment was assigned. The model was validated using empirical data from an Indonesian university, and its performance was compared to the Customer Lifetime Value (CLV)-based RFM utilizing accuracy, precision, recall, and F1-score metrics. Results: This research identified five clusters. The target segment was chosen from the highest-value and high-value clusters that comprised 17.80% of provider schools but can contribute 75.77% of students. Conclusions: The proposed model recommended more targeted schools in higher-potential districts and predicted the target segment with 0.99 accuracies, outperforming the CLV-based model. The empirical findings help university management determine the promotion location and allocate resources for promotional information distribution and student recruitment.

4차원 시공간 데이터를 위한 OpenGIS 모델의 확장 (Extension of OpenGIS Model for Four Dimensional Spatiotemporal Data)

  • 김상호;지정희;류근호
    • 정보처리학회논문지D
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    • 제12D권3호
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    • pp.375-384
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    • 2005
  • 실세계의 많은 객체들은 시간적 정보와 공간적 정보를 함께 가지고 있고, 이러한 정보를 다루기 위한 시공간 데이터 모델링의 목적 중에 하나는 시공간 객체를 위한 응용프로그램을 지원할 수 있게 하는 것이다. 객체지향 시공간 모델은 객체단위로 시공간 데이터를 관리 할 수 있기 때문에 효율적으로 시공간 데이터를 관리할 수 있어야 한다. 따라서, 이 논문에서는 시공간 데이터 관리를 객체지향 방식으로 지원할 수 있도록 개방형 지리정보 시스템에서 제안한 2차원 공간모델을 실세계 정보에 맞게 차원적으로 확장하고, 시간 정보를 포함하도록 확장한 모델을 제안한다. 그리고, 제안된 모델의 타당성을 검증하기 위해, 모델을 위한 시공간 데이터 제공자 컴포넌트인 data source 컴포넌트, session 컴포넌트, command 컴포넌트와 rowset 컴포넌트를 구현하고 수행 예를 보인다. 제안된 시공간 데이터 모델과 데이터 제공자는 서로 다르게 저장된 시공간 데이터를 객체지향 모델링을 사용하여 저장, 검색 및 관리할 수 있게 한다.

빅데이터의 효과적인 처리 및 활용을 위한 클라이언트-서버 모델 설계 (Design of Client-Server Model For Effective Processing and Utilization of Bigdata)

  • 박대서;김화종
    • 지능정보연구
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    • 제22권4호
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    • pp.109-122
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    • 2016
  • 최근 빅데이터 분석은 기업과 전문가뿐만 아니라 개인이나 비전문가들도 큰 관심을 갖는 분야로 발전하였다. 그에 따라 현재 공개된 데이터 또는 직접 수집한 이터를 분석하여 마케팅, 사회적 문제 해결 등에 활용되고 있다. 국내에서도 다양한 기업들과 개인이 빅데이터 분석에 도전하고 있지만 빅데이터 공개의 제한과 수집의 어려움으로 분석 초기 단계에서부터 어려움을 겪고 있다. 본 논문에서는 빅데이터 공유를 방해하는 개인정보, 빅트래픽 등의 요소들에 대한 기존 연구와 사례들을 살펴보고 정책기반의 해결책이 아닌 시스템을 통해서 빅데이터 공유 제한 문제를 해결 할 수 있는 클라이언트-서버 모델을 이용해 빅데이터를 공개 및 사용 할 때 발생하는 문제점들을 해소하고 공유와 분석 활성화를 도울 수 있는 방안에 대해 기술한다. 클라이언트-서버 모델은 SPARK를 활용해 빠른 분석과 사용자 요청을 처리하며 Server Agent와 Client Agent로 구분해 데이터 제공자가 데이터를 공개할 때 서버 측의 프로세스와 데이터 사용자가 데이터를 사용하기 위한 클라이언트 측의 프로세스로 구분하여 설명한다. 특히, 빅데이터 공유, 분산 빅데이터 처리, 빅트래픽 문제에 초점을 맞추어 클라이언트-서버 모델의 세부 모듈을 구성하고 각 모듈의 설계 방법에 대해 제시하고자 한다. 클라이언트-서버 모델을 통해서 빅데이터 공유문제를 해결하고 자유로운 공유 환경을 구성하여 안전하게 빅데이터를 공개하고 쉽게 빅데이터를 찾는 이상적인 공유 서비스를 제공할 수 있다.

다수 클라우드 스토리지로의 데이터 분할 및 부분 중복을 통한 데이터 가용성 향상 (Improving Data Availability by Data Partitioning and Partial Overlapping on Multiple Cloud Storages)

  • 박준철
    • 한국통신학회논문지
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    • 제36권12B호
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    • pp.1498-1508
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    • 2011
  • 시스템의 고장, 크래킹, 오작동, 정전 등의 이유로 저장된 고객 데이터의 영구적 유실이나 일정 기간 동안의 접근 불가 상황이 발생할 때, 클라우드 스토리지 서비스 고객은 클라우드 서비스 제공자에 의한 데이터 복원이 가능하기를 기대할 수밖에 없다. 본 논문에서는 이 문제에 대해 클라우드 스토리지 시스템 내에서가 아니라 클라우드 고객의 영역에서 실현할 수 있는 솔루션을 고려한다. 본 논문은 고객이 다수의 클라우드 스토리지 제공자 들을 선택하여, 저장할 데이터 단위를 분할, 암호화 후 부분 중복 저장함으로써 일부 클라우드 스토리지에 접근이 불가능한 상황에서도 데이터 단위를 복원할 수 있는 기법 및 그 적용 구조를 제안한다. 제안 방식은 높은 데이터 가용성 보장과 더불어, 개별 사용자에 투명하게 데이터 암호화 키를 갱신할 수 있으며, 사용자별로 접근했던 데이터 단위의 목록들을 명시할 수 있어 필요 시 데이터 유출의 범위를 명확히 규정할 수 있도록 한다.

프라이버시 보호 상황인식 시스템 개발을 위한 쌍방향 P3P 방법론 (A Mutual P3P Methodology for Privacy Preserving Context-Aware Systems Development)

  • 권오병
    • Asia pacific journal of information systems
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    • 제18권1호
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    • pp.145-162
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    • 2008
  • One of the big concerns in e-society is privacy issue. In special, in developing robust ubiquitous smart space and corresponding services, user profile and preference are collected by the service providers. Privacy issue would be more critical in context-aware services simply because most of the context data themselves are private information: user's current location, current schedule, friends nearby and even her/his health data. To realize the potential of ubiquitous smart space, the systems embedded in the space should corporate personal privacy preferences. When the users invoke a set of services, they are asked to allow the service providers or smart space to make use of personal information which is related to privacy concerns. For this reason, the users unhappily provide the personal information or even deny to get served. On the other side, service provider needs personal information as rich as possible with minimal personal information to discern royal and trustworthy customers and those who are not. It would be desirable to enlarge the allowable personal information complying with the service provider's request, whereas minimizing service provider's requiring personal information which is not allowed to be submitted and user's submitting information which is of no value to the service provider. In special, if any personal information required by the service provider is not allowed, service will not be provided to the user. P3P (Platform for Privacy Preferences) has been regarded as one of the promising alternatives to preserve the personal information in the course of electronic transactions. However, P3P mainly focuses on preserving the buyers' personal information. From time to time, the service provider's business data should be protected from the unintended usage from the buyers. Moreover, even though the user's privacy preference could depend on the context happened to the user, legacy P3P does not handle the contextual change of privacy preferences. Hence, the purpose of this paper is to propose a mutual P3P-based negotiation mechanism. To do so, service provider's privacy concern is considered as well as the users'. User's privacy policy on the service provider's information also should be informed to the service providers before the service begins. Second, privacy policy is contextually designed according to the user's current context because the nomadic user's privacy concern structure may be altered contextually. Hence, the methodology includes mutual privacy policy and personalization. Overall framework of the mechanism and new code of ethics is described in section 2. Pervasive platform for mutual P3P considers user type and context field, which involves current activity, location, social context, objects nearby and physical environments. Our mutual P3P includes the privacy preference not only for the buyers but also the sellers, that is, service providers. Negotiation methodology for mutual P3P is proposed in section 3. Based on the fact that privacy concern occurs when there are needs for information access and at the same time those for information hiding. Our mechanism was implemented based on an actual shopping mall to increase the feasibility of the idea proposed in this paper. A shopping service is assumed as a context-aware service, and data groups for the service are enumerated. The privacy policy for each data group is represented as APPEL format. To examine the performance of the example service, in section 4, simulation approach is adopted in this paper. For the simulation, five data elements are considered: $\cdot$ UserID $\cdot$ User preference $\cdot$ Phone number $\cdot$ Home address $\cdot$ Product information $\cdot$ Service profile. For the negotiation, reputation is selected as a strategic value. Then the following cases are compared: $\cdot$ Legacy P3P is considered $\cdot$ Mutual P3P is considered without strategic value $\cdot$ Mutual P3P is considered with strategic value. The simulation results show that mutual P3P outperforms legacy P3P. Moreover, we could conclude that when mutual P3P is considered with strategic value, performance was better than that of mutual P3P is considered without strategic value in terms of service safety.

개인화된 힐링 데이터 접근을 위한 개방형 게이트웨이 프레임워크 설계 (Design of Open Gateway Framework for Personalized Healing Data Access)

  • 전영준;임석진;황희정
    • 한국인터넷방송통신학회논문지
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    • 제15권1호
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    • pp.229-235
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    • 2015
  • ICT 힐링 플랫폼은 생체신호 및 생활습관 등의 정보를 기반으로 한 질환조기 경보를 목표로 하는 개념으로서 만성질환 예방을 목적으로 한다. ICT(Information & Communication Technology) 힐링플랫폼의 목표는 개인이 주도하는 건강관리를 위해 여러 건강 관련 서비스 기관들(병원, 피트니스센터, 건강검진센터, 개인건강장치 등)에 산재되어 있는 개인 건강 정보를 개방화하여 개인 단말장치로 모으고, 분석 플랫폼 및 Open API를 제공하여 다양한 부가 서비스들을 활성화하는데 있다. 본 논문에서 제안하는 개인화된 힐링 데이터 접근을 위한 개방형 게이트웨이 프레임워크인 HPAdapter (Healing Platform Adaptor)는 ICT 힐링플랫폼의 데이터 중계를 위해 EMR(Electronic health record), 한방의학, 라이프로그, 웰니스, 만성질활, 피트니스 등 다양한 개인 건강관련 데이터 공급자와 서비스 공급자 사이를 연결해 개인화된 힐링 데이터를 중계하는 소프트웨어 엔진을 뜻한다. 설계된 HPAdaptor는 데이터 및 서비스 공급자 연동을 통해 힐링 레코드 저장소, 모바일 플랫폼 및 분석 플랫폼 등 데이터를 필요로 하는 서비스 혹은 플랫폼의 중계참조 모델로 활용할 수 있다.

현장실사에 의한 의료 서비스품질 개선방안 모색 (Health-care Service Quality Improvement Using Walk-through Audit)

  • 류문찬;신지연
    • 품질경영학회지
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    • 제41권4호
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    • pp.527-539
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    • 2013
  • Purpose: Methods for increasing health-care service quality are considered for a women-centered hospital located on a local city. A walk-through audit is applied to uncover areas for improvement. Methods: A survey questionnaire with 25 questions is constructed based on a service blueprint for a walk-through audit, and a survey is conducted both to patients and service providers to assess a health-care service quality. Frequency analysis, statistical tests and customer-provider analysis are used to analyze surveyed data. Results: According to customer-provider analysis, 6 attributes belong to 'problem unawareness' zone in which they are rated high by service providers but low by patients, and another 6 attributes belong to 'problem awareness' zone in which they are rated low by both groups. These attributes are considered to be improved with priority. Conclusion: Both patient group and service provider group have lots of different perceptions on most attributes that are examined, and the hospital to be studied is, in general, competitive in technical quality and less competitive in functional quality.

이동전화 이용자의 번호이동에 영향을 미치는 요인에 대한 실증분석 (Factors Affecting Subscribers' Switching between Providers within Mobile Number Portability System)

  • 김호;박윤서;전덕빈;양유
    • 경영과학
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    • 제25권2호
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    • pp.57-71
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    • 2008
  • We study factors that affect consumers' switching behaviors among service providers in Korean mobile telecommunications service market. For empirical analysis, quarterly time series data from the first quarter of 2004 through the second quarter of 2007 were used. We chose the number of switchers to each mobile service provider in each quarter as dependent variables. Independent variables include acquisition costs per subscriber, which play the role of subsidy to mobile handset, switching costs, time trend, structural change effect, and waiting demand effects. Through the empirical analysis, we found that each provider's churn-in customers are affected by different factors. Specifically, the number of churn-in customers into SK Telecom is explained mainly by SK Telecom's customer acquisition costs and waiting demand from KTF, while the number of customers switching into KTF is better explained by switching costs from the previous service provider and waiting demand from SK Telecom. Those who chose LG Telecom as their new provider, on the other hand, were mainly attracted by LG Telecom's high subscriber acquisition cost.

EDS scenario Implementation for the Multiple Network and Multiple Service Environments

  • Kim, Dong-Il;Lee, Soong-Hee
    • Journal of information and communication convergence engineering
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    • 제7권2호
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    • pp.135-140
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    • 2009
  • The wide deployment of wireless access technologies and the integration of various access network interfaces into a single terminal, allows mobile end-users to be always connected to the IP network, and to use those interface simultaneously. In this paper the CTE provides various access network interfaces capabilities, allowing reception of data over multiple service providers with different characteristics. Considerations for multiple network and service provider environments are regarded as essential for the successful deployment of convergence services in Next Generation Network (NGN). Event Driven Service (EDS) is regarded as a typical convergence service converging different functions of multiple service providers. This paper first describes the deployment model of NGN convergence services for multiple service provider environments. It also covers the service scenario of EDS, a convergence service for multiple service provider environments in NGN. Multiple provider environments stimulates the unified identifier management, namely ubiquitous identification (U-ID), to enable users to be provided convergence services without awareness of multiple provides. Then the designed structure and procedures of U-ID based EDS are given. Finally, the implementation results tested on Korea Advanced Research Network (KOREN) are described.

보건소 영양서비스에 대한 공급자와 소비자의 요구도 분석 (Comparision of Priorities in Health Center Nutrition Service Needs between Provider and Consumer)

  • 장경희;김영옥
    • 대한지역사회영양학회지
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    • 제5권3호
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    • pp.529-536
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    • 2000
  • The major purpose of this study was to identify the differences in priorities of nutrition service needs between the service provider and consumers (general population). Identification of the personal characteristics which influence the priorities of nutrition service needs among the general population was also examined. An interview survey using a questionnaire was conducted to collect the data required for analysis. The questionnaire included the priorities of various nutrition service needs as well as the personal characteristics of the study subjects. The study subjects were 300 residents over 40 years of age, and 15 health workers representing health center service personnel in Kyounggi province. Wilcoxon Rank Sums test were adopted to analize the differences in priority between the service providers and consumers. The results showed that priority of nutrition service needs for provider were significantly different from that of consumer. Gender, age, family type, and education levels of the population were the significant factors affecting the differences in priorities for nutrition service needs among consumers (general population). Out of the results, it could be suggested that consumers need should be considered in developing nutrition services to promote nutrition services utilization in health centers. The results may also suggest that one of the causes for the low utilization rate of nutrition services in health centers was the provider oriented program development regardless of the needs of consumers.

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