• 제목/요약/키워드: dynamic decision making

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Unlocking Digital Transformation: The Pivotal Role of Data Analytics and Business Intelligence Strategies

  • Edwin Omol;Lucy Mburu;Paul Abuonji
    • International Journal of Knowledge Content Development & Technology
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    • 제14권3호
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    • pp.77-91
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    • 2024
  • This article aims to comprehensively analyze the crucial role played by data analytics and business intelligence (BI) strategies in propelling digital transformation within diverse industries. Through an extensive literature review and examination of real-world case studies, the study employs a systematic analysis of scholarly works and industry reports. This approach provides a panoramic view of how organizations utilize data-driven insights for competitive advantages, improved customer experiences, and fostering innovation. The findings underscore the pivotal significance of data analytics and BI strategies in influencing strategic decision-making, enhancing operational efficiency, and ensuring long-term sustainability across various industries. The study stands out in its originality by offering a unique synthesis of insights derived from scholarly works and real-world case studies, contributing to a holistic understanding of the transformative impact of data analytics and BI on contemporary business practices. While the study provides valuable insights, limitations include the scope of available literature and case studies. The implications call for further research to explore emerging trends and evolving challenges in the dynamic landscape of data analytics and BI. The practical implications highlight the tangible benefits organizations can derive from integrating data analytics and BI strategies, emphasizing their role in shaping strategic decisions and fostering operational efficiency. In a broader context, the study delves into the social implications of the symbiotic relationship between data analytics, BI, and digital transformation. It explores how these strategies impact broader societal and economic aspects, influencing innovation and sustainability.

Intelligent Intrusion Detection and Prevention System using Smart Multi-instance Multi-label Learning Protocol for Tactical Mobile Adhoc Networks

  • Roopa, M.;Raja, S. Selvakumar
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권6호
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    • pp.2895-2921
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    • 2018
  • Security has become one of the major concerns in mobile adhoc networks (MANETs). Data and voice communication amongst roaming battlefield entities (such as platoon of soldiers, inter-battlefield tanks and military aircrafts) served by MANETs throw several challenges. It requires complex securing strategy to address threats such as unauthorized network access, man in the middle attacks, denial of service etc., to provide highly reliable communication amongst the nodes. Intrusion Detection and Prevention System (IDPS) undoubtedly is a crucial ingredient to address these threats. IDPS in MANET is managed by Command Control Communication and Intelligence (C3I) system. It consists of networked computers in the tactical battle area that facilitates comprehensive situation awareness by the commanders for timely and optimum decision-making. Key issue in such IDPS mechanism is lack of Smart Learning Engine. We propose a novel behavioral based "Smart Multi-Instance Multi-Label Intrusion Detection and Prevention System (MIML-IDPS)" that follows a distributed and centralized architecture to support a Robust C3I System. This protocol is deployed in a virtually clustered non-uniform network topology with dynamic election of several virtual head nodes acting as a client Intrusion Detection agent connected to a centralized server IDPS located at Command and Control Center. Distributed virtual client nodes serve as the intelligent decision processing unit and centralized IDPS server act as a Smart MIML decision making unit. Simulation and experimental analysis shows the proposed protocol exhibits computational intelligence with counter attacks, efficient memory utilization, classification accuracy and decision convergence in securing C3I System in a Tactical Battlefield environment.

Dessert Ateliers Recommendation Methods for Dessert E-commerce Services

  • 손연빈;장태우;최예림
    • 인터넷정보학회논문지
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    • 제21권1호
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    • pp.111-117
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    • 2020
  • Dessert Ateliers (DA) are small shops that sell high-end homemade desserts such as macaroons, cakes, and cookies, and their popularity is increasing according to the emergence of small luxury trends. Even though each DA sells the same kinds of desserts, they are differentiated by the personality of their pastry chef; thus, there is a need to purchase desserts online that customers cannot see and purchase offline, and thus dessert e-commerce has emerged. However, it is impossible for customers to identify all the information of each DA and clearly understand customers' preferences when buying desserts through the dessert e-commerce. When a dessert e-commerce service provides a DA recommendation service, customers can reduce the time they hesitate before making a decision. Therefore, this paper proposes two kinds of DA recommendation method: a clustering-based recommendation method that calculates the similarity between customers' content and DAs and a dynamic weighting-based recommendation method that trains the importance of decision factors considering customer preferences. Various experiments were conducted using a real-world dataset to evaluate the performance of the proposed methods and it showed satisfactory results.

제품디자인에서 PCCS 색체계를 적용한 색채표현 -남성용 자전거 헬멧 제품을 중심으로- (Color Expression in Produce Design applying PCCS Color System -Focusing on Male Bike Helmet Products-)

  • 김영석
    • 한국콘텐츠학회논문지
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    • 제12권10호
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    • pp.82-92
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    • 2012
  • 본 연구는 국내에서 유통되고 있는 100 여종의 남성용 헬멧 제품을 대상으로 색채표현에 관한 고찰을 위해 구매 선호도가 높은 제품을 대상으로 색채의 이미지 스케일, PCCS 색체계를 적용한 색채분석, 그리고 제품 구매결정시 색채의 영향력을 고찰하였다. 연구대상이 되는 헬멧 제품은 자전거 탑승시에 사용되고 있는 남성용 헬멧으로 헬멧의 종류를 구분하지 않고 국내에서 유통되고 있는 전제품으로 설정하였다. 국내에서 유통 중인 남성용 헬멧에 대하여 일괄적으로 색채에 따라 이미지 스케일을 4영역(Soft, Hard, Dynamic, Static)으로 고찰하였으며, 또한 설문조사 결과 구매 빈도수가 상위 10위내의 제품이 갖는 색채의 이미지 스케일을 분석하였다. 그리고 이들 제품에 대하여 각각 PCCS 색체계에 의한 분석을 실시하였다. 마지막으로 실증분석으로 헬멧 제품 구입시 색채가 구매결정에 미치는 영향력을 분석하기 위해 설문조사를 실시하였다. 설문조사는 서울지역 S 대리점에 소속된 18개 자전거 동호회에 가입된 20~50대 남성을 대상으로 실시하였고, 수집된 설문의 총 자료수는 422개 파악되었으나 내용이 불충분한 8개를 제외한 414개를 최종 자료로 사용하였다. 결론을 크게 3부문으로 나눌 수 있다.

Trust and Risk based Access Control and Access Control Constraints

  • Helil, Nurmamat;Kim, Mu-Cheol;Han, Sang-Yong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제5권11호
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    • pp.2254-2271
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    • 2011
  • Access control in dynamic environments needs the ability to provide more access opportunities of information to users, while also ensuring protection information from malicious users. Trust and risk are essential factors and can be combined together in access control decision-making to meet the above requirement. In this paper, we propose the combination of the trust and risk in access control to balance information accessibility and protection. Access control decision is made on the basis of trustworthiness of users and risk value of permissions. We use potential relations between users and relations between permissions in access control. Our approach not only provides more access opportunities for trustworthy users in accessing permissions, but also enforces traditional access control constraints such as Chinese Wall policy and Separation of Duty (SoD) of Role-Based Access Control (RBAC) model in an effective way.

공원학교 및 소공원 계획 방향에 관한 연구 (Study on Planning Direction of Park-School and Small Park in School)

  • 김형돈;양현오
    • 교육녹색환경연구
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    • 제8권2호
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    • pp.22-39
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    • 2009
  • The purpose of this study was to analyze the school location and site planning direction for land use planning of public land development. And this research proposed the direction of small park in school. So this research present the implication on urban planning and design for architecture, park-school complex. This study perform the relationship analysis on location of school and park. The result follows as this : 1) land use planning : Location and space of park-school must be checked in advance. Schools and parks are placed together. The park is located south of the school. 2) school site planning : Small field for dynamic activity is needed in school. The character of small park in school is relationship of educational programs. 3) management : CCTV is installed at school. Bright lights are placed in school. This result will be used in decision-making-process of land use planning, public land development construction, urban design and city policy.

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Algorithmic Framework for Business Process Innovation

  • Han Hyun-Soo
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2003년도 춘계공동학술대회
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    • pp.1142-1149
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    • 2003
  • Various organizational factors effect successful implementation of IT enabled business transformation. Among them, the most critical success factor is deemed to overcoming change management problem. Lots of studies have been made on Implementation methodologies and business process formalizations to encourage organizational members to accept new business process changes. However, the logic or process redesign still depends on qualitative problem solving techniques mostly depending on basically human intuition such as brainstorming. cause-and-effect analysis. and so on. In this paper, we focused on developing analytic framework to design to-be business process structure. which can complement qualitative problem solving procedures. With effective use of IT as an enabler, we provide algorithmic framework applicable to designing various business process changes such as process automation, business process resequencing, and more radical process integration. The framework follows dynamic programming approach in the literature, which is based on the decision making paradigm of organizations to abstract business processes as quantitative decision models. As such, our research ran fill the gap of limited development of theory based analytic methodologies for business process design, by providing objective rationale to reach the consensus among the organizational members including senior management.

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Blockchain-Enabled Decentralized Clustering for Enhanced Decision Support in the Coffee Supply Chain

  • Keo Ratanak;Muhammad Firdaus;Kyung-Hyune Rhee
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2023년도 추계학술발표대회
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    • pp.260-263
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    • 2023
  • Considering the growth of blockchain technology, the research aims to transform the efficiency of recommending optimal coffee suppliers within the complex supply chain network. This transformation relies on the extraction of vital transactional data and insights from stakeholders, facilitated by the dynamic interaction between the application interface (e.g., Rest API) and the blockchain network. These extracted data are then subjected to advanced data processing techniques and harnessed through machine learning methodologies to establish a robust recommendation system. This innovative approach seeks to empower users with informed decision-making abilities, thereby enhancing operational efficiency in identifying the most suitable coffee supplier for each customer. Furthermore, the research employs data visualization techniques to illustrate intricate clustering patterns generated by the K-Means algorithm, providing a visual dimension to the study's evaluation.

국내 온라인 게임 산업 생태계 분석 : 개발사-퍼블리셔 관계를 중심으로 (Analyzing the Ecosystem of the Domestic Online Game Industry : Focusing on the Linkage between Developers and Publishers)

  • 전훈;이학연
    • 대한산업공학회지
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    • 제42권2호
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    • pp.138-150
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    • 2016
  • This study aims to analyze the structure and characteristics of the domestic online game industry using network analysis. In particular, two-mode network analysis is employed to measure the network structure, centrality, and cluster for two types of online game platforms, online games and mobile games, from 1996 to 2014. We also conduct a dynamic analysis to capture the structural changes in the ecosystem by internal and external environmental changes before and after turning point for each online game platform. It is revealed that the online game econsystem has the higher number of clusters and higher concentration ratio than those of mobile game ecosystem. In dynamic analysis, both platforms exhibit similar trends over time with the increasing number of clusters, enlargement of largest cluster's size, and decreasing concentration ratio. This study is expected to provide fruitful implications for strategic decision making of online game companies and policy making for the online game industry.

김치 수입량 변화가 국내 김치산업에 미치는 영향 분석 (An Analysis of the Impact of Changes in Kimchi Imports on the Korean Kimchi Industry)

  • 김인석;정선화;정가연
    • 한국유기농업학회지
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    • 제30권2호
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    • pp.151-170
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    • 2022
  • The demand for commercial kimchi has increased continuously for the past 20 years due to the increase in eating out demand. Although Korean kimchi industry has expanded significantly, it is still small and a large portion of domestic demand is dependent on Chinese kimchi. Chinese kimchi imports has markedly increased over the last 20 years. However, kimchi imports from China in 2021 significantly reduced due to the recently released video showing a naked man making Kimchi. Korean government has decided to apply HACCP to all imported Kimchi from October 2021 in order to improve the safety of imported kimchi. This study analyzed the effect of changes in the amount of kimchi imports due to the introduction of HACCP on the kimchi industry by using a dynamic partial equilibrium model. According to the analysis result, if imports decreased by 20% compared to the Baseline, domestic kimchi production increased from 1.8% to a maximum of 4.8%, but kimchi consumption decreased from 3.1% to 5.2%. In particular, consumption away from home decreased from 3.3% to 5.7%. It is expected that the results of this study would be used as useful data in the decision-making process of market participants and policy makers related to the kimchi industry.