• 제목/요약/키워드: big data service

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디지털 헬스케어와 주요이슈 (Digital Healthcare and Main Issues)

  • 우성희
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2016년도 춘계학술대회
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    • pp.560-563
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    • 2016
  • 의료와 헬스케어 분야의 변화는 디지털 기술로부터 시작된다. 디지털 헬스케어라는 새로운 분야는 기존 헬스케어 및 의료 기술이 디지털 기술과 융합되어 시작된 것으로 ICBM(사물인터넷 클라우드 빅데이터 모바일), 인공지능, 로봇, 가상 증강현실, 웨어러블기기 등 ICT 기술을 활용해 건강관리 질병관리 등 헬스케어서비스 효과를 높이고 의료비용을 절감시키는 융합산업이다. 최근에는 구글 알파고와 IBM 왓슨 등 인공지능기술을 헬스케어 영역에 접목되고 있다. 따라서 본 연구에서는 디지털 헬스케어의 주요 기술, 생태계와 플랫폼, 그리고 미래의료서비스 변화 및 이슈를 분석한다.

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할랄 인증 화장품에 대한 소비자 인식: 트위터 텍스트 분석 (Consumer Perception of Halal Cosmetics : Insights from Twitter Text Mining)

  • 최영현;이규혜
    • 한국의류산업학회지
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    • 제22권4호
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    • pp.481-494
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    • 2020
  • This study examined consumer perceptions and consumer responses of Halal cosmetics and compared them with vegan cosmetics, which is a term similarly used. Twitter API of Python 3.7 was used to collect the keywords '#halalcosmetics' and '#vegancosmetics'. First, the main perception of consumers on Halal cosmetics focused on the original concept, image, expected efficacy, and factors to consider before purchase, religious keywords, labels and packaging for Halal cosmetics. Second, the main consumer perception of vegan cosmetics was the product concept, expected efficacy, factors to consider before purchase, related vegan industry, image, and vegan cosmetic components. Third, the consumer perceptions of Halal cosmetics and vegan cosmetics were similar in multiple ways, and both concepts included the Cruelty-free concept. Fourth, consumer satisfaction factors included cosmetics color, brand's consumer service, efficacy, smell, packaging design, reasonable price, effects, and formulation of cosmetics as well as satisfaction with Halal certification, and satisfaction of Vegan consumers. Consumer dissatisfaction factors included smell, flavor, delay in shipping, dissatisfaction with formulation, discrepancy between actual color and computer screen, concern and distrust about the use of prohibited ingredients for Halal products. This study examined consumer perceptions and reactions to Halal and vegan cosmetics to create basic knowledge for niche markets that are emerging as an ethical beauty consumption trend.

AI 비서 서비스의 중요도와 만족도 분석 연구 (Importance and Satisfaction Analysis for AI Assistant Services)

  • 선영지;이중정;윤혜정
    • 한국IT서비스학회지
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    • 제20권4호
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    • pp.81-93
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    • 2021
  • In the era of artificial intelligence, the use of 'artificial intelligence-based services' has been diversified by combining various smart devices, big data, and voice recognition technology with artificial intelligence. From the perspective of IT services, these services are important technology that cause a paradigm shift from display-centered to voice-centered, and from passive to active IT-based services. This study seeks to find a solution to the current situation where AI assistant service is still in its beginning stage, despite having been ten years since its release and having a growing number of consumer touch points. Accordingly, we categorized the functions of AI assistant services and identified the degree of importance and satisfaction of services recognized by actual users. In order to define the 'ideal' services of AI assistant, seven experts from AI assistant-related industry have participated in the interview. Based on this result, we investigated the importance and satisfaction of services perceived by actual users of AI assistant services. As a result of IPA (Importance Performance Analysis). we find out which services are potentially 'keep', 'concentrate', 'low priority', or 'overkill' and provide various implications from the findings.

의료취약지 스마트의료에 대한 만족도와 요구도의 결정요인 (Determinants of Satisfaction and Demand for Smart Medical Care in Vulnerable Areas)

  • 진기남;한지은;구준혁
    • 한국병원경영학회지
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    • 제26권3호
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    • pp.56-67
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    • 2021
  • There are few domestic studies on medical services in medically vulnerable areas where medical use is not met due to a lack of medical resources. The past studies on smart medicine targeting medically vulnerable areas grasp only the overall satisfaction level, or the sub-dimensions of satisfaction are not classified clearly. Also, it lacks consideration of the patient's needs. This study aims to analyze the effect of users' experience of the smart medicine pilot project conducted in medically vulnerable areas on satisfaction and demand. The user's experience was measured by variables in the dimensions of structure, process, and outcome. Among the pilot project participants, 282 subjects responded to the 2019 survey. Using the hierarchical regression method, we tried to find out the determinants of satisfaction and service demands. Experience factors affecting satisfaction were found to be accessibility, certainty, effectiveness, and efficiency. In addition, it was found that the demand in their 60s was high and that accessibility, certainty, effectiveness, and efficiency had a statistically significant effect on the demand. It is expected that the smart medicine pilot project will be effectively operated by well utilizing the factors influencing satisfaction and demand revealed in this study.

드론 활용 혈액 재고/배송계획 휴리스틱 (A Heuristic for Drone-Utilized Blood Inventory and Delivery Planning)

  • 장진명;김화중;손동훈
    • 산업경영시스템학회지
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    • 제44권3호
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    • pp.106-116
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    • 2021
  • This paper considers a joint problem for blood inventory planning at hospitals and blood delivery planning from blood centers to hospitals, in order to alleviate the blood service imbalance between big and small hospitals being occurred in practice. The joint problem is to determine delivery timing, delivery quantity, delivery means such as medical drones and legacy blood vehicles, and inventory level to minimize inventory and delivery costs while satisfying hospitals' blood demand over a planning horizon. This problem is formulated as a mixed integer programming model by considering practical constraints such as blood lifespan and drone specification. To solve the problem, this paper employs a Lagrangian relaxation technique and suggests a time efficient Lagrangian heuristic algorithm. The performance of the suggested heuristic is evaluated by conducting computational experiments on randomly-generated problem instances, which are generated by mimicking the real data of Korean Red Cross in Seoul and other reliable sources. The results of computational experiments show that the suggested heuristic obtains near-optimal solutions in a shorter amount of time. In addition, we discuss the effect of changes in the length of blood lifespan, the number of planning periods, the number of hospitals, and drone specifications on the performance of the suggested Lagrangian heuristic.

A Case Study on Smart Concentrations Using ICT Convergence Technology

  • Kim, Gokmi
    • International journal of advanced smart convergence
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    • 제8권1호
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    • pp.159-165
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    • 2019
  • '4th Industrial Revolution' is accelerating as a core part of creating new growth engines and enhancing competitiveness of businesses. The fourth industrial revolution means the transformation of society and industries that are brought by IoT (Internet of Things), big data analysis, AI (Artificial Intelligence), and robot technology. Information and Communication Technology (ICT), which is a major factor, is affecting production and manufacturing systems and as ICT technologies become more advanced, intelligent information technology is generally utilized in all areas of society, leading to hyper-connected society where new values are created and developed. ICT technology is not just about connecting devices and systems and making smart, it is about constantly converging and harmonizing new technologies in a number of fields and driving innovation and change. It is no exception to the agro-fisheries trade. In particular, ICT technology is applied to the agricultural sector, reducing labor, providing optimal environment for crops, and increasing productivity. Due to the nature of agriculture, which is a labor-intensive industry, it is predicted that the ripple effects of ICT technologies will become bigger. We are expected to use the Smart Concentration using ICT convergence technology as a useful resource for changing smart farms, and to help develop new service markets.

기계학습을 이용한 한국어 대화시스템 도메인 분류 (Machine Learning Based Domain Classification for Korean Dialog System)

  • 정영섭
    • 융합정보논문지
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    • 제9권8호
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    • pp.1-8
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    • 2019
  • 대화시스템은 인간과 컴퓨터의 상호작용에 새로운 패러다임이 되고 있다. 자연어로써 상호작용함으로써 인간은 보다 자연스럽고 편리하게 각종 서비스를 누릴 수 있게 되었다. 대화시스템의 구조는 일반적으로 음성 인식, 자연어 이해, 문맥 파악 등의 여러 모듈의 파이프라인으로 이뤄지는데, 본 연구에서는 자연어 이해 모듈의 도메인 분류 문제를 풀기 위해 convolutional neural network, random forest 등의 기계학습 모델을 비교하였다. 사람이 직접 태깅한 총 7개 서비스 도메인 데이터에 대하여 각 문장의 도메인을 분류하는 실험을 수행하였고 random forest 모델이 F1 score 0.97 이상으로 가장 높은 성능을 달성한 것을 보였다. 향후 다른 기계학습 모델들을 추가 실험함으로써 도메인 분류 성능 개선을 지속할 계획이다.

DEVELOPMENT OF AUTONOMOUS QoS BASED MULTICAST COMMUNICATION SYSTEM IN MANETS

  • Sarangi, Sanjaya Kumar;Panda, Mrutyunjaya
    • International Journal of Computer Science & Network Security
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    • 제21권8호
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    • pp.342-352
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    • 2021
  • Multicast Routings is a big challenge due to limitations such as node power and bandwidth Mobile Ad-hoc Network (MANET). The path to be chosen from the source to the destination node requires protocols. Multicast protocols support group-oriented operations in a bandwidth-efficient way. While several protocols for multi-cast MANETs have been evolved, security remains a challenging problem. Consequently, MANET is required for high quality of service measures (QoS) such infrastructure and application to be identified. The goal of a MANETs QoS-aware protocol is to discover more optimal pathways between the network source/destination nodes and hence the QoS demands. It works by employing the optimization method to pick the route path with the emphasis on several QoS metrics. In this paper safe routing is guaranteed using the Secured Multicast Routing offered in MANET by utilizing the Ant Colony Optimization (ACO) technique to integrate the QOS-conscious route setup into the route selection. This implies that only the data transmission may select the way to meet the QoS limitations from source to destination. Furthermore, the track reliability is considered when selecting the best path between the source and destination nodes. For the optimization of the best path and its performance, the optimized algorithm called the micro artificial bee colony approach is chosen about the probabilistic ant routing technique.

The status of metaverse and digital twin technology development

  • CHUNG, Myung-Ae;KIM, Kyung-A;KANG, Min-Soo
    • 한국인공지능학회지
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    • 제10권2호
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    • pp.19-24
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    • 2022
  • Metaverse refers to a world that transcends reality. Metaverse is a compound word of meta (transcendence) and universe (universe). The impact of the corona pandemic has provided an opportunity to rapidly grow the metaverse based on realistic content along with online and non-face-to-face environments. Various content and service platforms reflecting the concepts of metaverse and digital twin are rapidly spreading around the world in line with the pandemic situation. As their needs accelerate in response to the COVID-19 situation, the technology of metaverse and digital twin is attracting attention again as an indispensable condition for business, culture and art, national industry, and public services. In particular, the metaverse requires the balanced development of ecosystem components based on various advanced convergence technologies. In this paper, the concept of metaverse and digital twin, types of platforms, and development status are examined, and trends of key element technologies are investigated and analyzed. As these key element technologies, XR sensory technology, avatar technology, and other XR devices and parts were examined. Through this, we want to clearly pinpoint the direction in which the metaverse will develop through future technologies, services, and follow-up research.

사물 인터넷 시대의 교회의 사회적 책임 - 5대 본질 요소 중심으로 (The Church's Social Responsibility in the IoT Era - Focus on the five essential elements)

  • 이면재
    • 사물인터넷융복합논문지
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    • 제7권1호
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    • pp.27-34
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    • 2021
  • 현대 사회는 사물인터넷, 빅데이타 등으로 급속하게 발전하고 있으며 코로나 시대에도 발전하는 산업이 있다. 그러나, 교회는 코로나 시대에 발전하지 못하고 충분히 대응하지 못하고 있으며 교회의 존립 자체를 흔들고 있다. 교회의 본질은 예배, 전도, 교육, 봉사, 교제로 구성된다. 비대면의 안전을 중요시하는 코로나 시대에는 본질은 변화하지 않지만 사회적 책임감이 있게 교회의 본질을 구현하는 노력이 필요하다. 본 논문은 이러한 측면에서 교회의 5대 본질 요소를 중심으로 교회의 사회적 책임을 논한다. 이를 위해 교회의 본질적 요소를 살펴보고, 코로나 시대에 적합한 구현 방법을 연구한다.