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협업 필터링 기반 상품 추천에서의 평가 횟수와 성능 (Number of Ratings and Performance in Collaborative Filtering-based Product Recommendation)

  • 이홍주;박성주;김종우
    • 한국경영과학회지
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    • 제31권2호
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    • pp.27-39
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    • 2006
  • The Collaborative Filtering (CF) is one of the popular techniques for personalization in e-commerce storefronts. For CF-based recommendation, every customer needs to provide subjective evaluation ratings for some products based on his/her preference. Also, if an e-commerce site recommends a new product, some customers should rate it. However, there is no in-depth investigation on the impacts on recommendation performance of two number of ratings, i.e. the number of ratings of an individual customer and the number of ratings of an item, even though these are important factors to determine performance of CF methods. In this study, using publicly available EachMovie data set, we empirically investigate the relationships between the two number of ratings and the performance of CF. For the purpose, three analyses were executed. The first and second analyses were performed to investigate the relationship between the number of ratings of a particular customer and the recommendation performance of CF. In the third analysis, we investigate the relationship between the number of ratings on a particular item and the recommendation performance of CF. From these experiments, we can find that there are thresholds in terms of the number of ratings below which the recommendation performances increase monotonically. That is, the number of ratings of a customer and the number of ratings on an item are critical to the recommendation performance of CF when the number of ratings is less than the thresholds, but the value of the ratings decreases after the numbers of ratings pass the thresholds. The results of the experiments provide insight to making operational decisions concerning collaborative filtering in practice.

Application of Total Quality Management in Developing Quality Assessment Model: The Case of Vietnamese Higher Education

  • NGUYEN, Quyen Le Hoang Thuy To;NGUYEN, Du Van;CHU, Ngoc Nguyen Mong;TRAN, Van Hong
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.1049-1057
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    • 2020
  • The shift from elite education to mass education in Vietnam has met the demand for education for everybody as well as for quality human resource talent for an emerging nation. Under the resource constraint, understanding the quality dimensions of education and its priority level is important for effective and efficient policies. This study was carried out using both qualitative and quantitative methodologies to develop quality criteria and a ranking model. Two rounds of in-depth interviews were conducted with fifteen experts in the field, who were rectors, employers, and recruitment specialists to develop the quality framework applied in Vietnamese universities under total quality management (TQM), starting from the input of the senior secondary school leavers, through a teaching process to the output. The first round of interviews were unstructured questionnaires designed to explore the main factors in quality assessment model. The second round affirmed the experts' agreement on the assessment model. Then, fuzzy logic was applied to rank eight criteria in the quality assessment model into priority order: cost, teaching and administrative staff, leadership, curriculum, student-related factors, internationalization, admissions, and campus. The results are critical for identifying the necessary actions to enhance the education quality and to further research on the optimal quality model.

문헌정보학 교육의 변화에 관한 국가 간 비교 연구 - 한국.미국.호주를 중심으로 - (Comparative Study of the Changes in LIS Education in Korea, U.S.A. and Australia)

  • 장윤금
    • 한국비블리아학회지
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    • 제22권4호
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    • pp.317-340
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    • 2011
  • 본 연구의 목적은 한국, 미국, 호주의 문헌정보학 교육에 대한 변화를 비교 분석하고 북미 대학교 문헌정보학과를 중심으로 시작되어 현재 전 세계 33개 대학으로 확산된 iSchool(Information School) 운동의 사례 분석을 통해 문헌정보학 교육의 주요 현안 및 과제 그리고 미래의 발전 방안을 도출하는데 있다. 이를 위해 첫째, 국내외 문헌정보학 교육에 관한 선행연구를 비교분석함으로써 문헌정보학 교육의 변화 및 본질 그리고 연구 동향을 조사하였다. 둘째, 한국, 미국 및 호주 대학교 문헌정보학 교육과정의 현황을 조사하고 국가 간 교육과정의 실태를 비교 분석하였다. 셋째, 현재 전 세계 대학으로 확산되고 있는 iSchool 사례를 조사함으로써 문헌정보학 교육의 미래와 향후 연구 과제를 도출하고자 하였다.

성인입양인의 생애사 연구 (A Study on the Life History of an Adult Adoptee)

  • 권지성;최운선;변미희;안재진
    • 한국사회복지학
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    • 제65권1호
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    • pp.83-107
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    • 2013
  • 이 연구의 목적은 성인입양인의 생애경험을 이해하고자 하는 것이다. 이러한 목적을 달성하기 위하여, 이 연구에서는 한명의 성인입양인을 대상으로 한 심층면접, 관찰, 기록물 등의 방법을 활용하여 자료를 수집하였으며, 생애사 접근을 통해 분석하였다. 자료분석 과정은 우선 연구참여자의 생애 과정을 연대기 형식으로 요약한 뒤, 인생 이야기를 구체적으로 서술하였고, 연구참여자 사례에서 나타난 의미 있는 주제들을 파악하여 기술하고 해석하였다. 또한 앞서 분석된 내용들을 검토하여 입양현장에서 고려해야 할 개입이슈들을 파악하여 논의하였다. 주제분석에서는 '옹이 신세', '나비가 되려는 애벌레', '괜찮아요. 아니, 안괜찮아요', '내가 잘못한 건 아니니까', '사랑, 삶을 이끄는 결정적 요소' 등의 주제들을 발견하여 제시하였으며, 입양 시점, 사후관리, 비밀입양과 공개입양, 뿌리찾기, 성인입양인 대상 개입 등의 개입이슈들을 검토하였다. 이러한 연구결과를 토대로 성인입양인을 지원하기 위한 정책 방향과 실천 지침들을 제언하였다.

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수압에 따른 모르타르내 수분침투에 관한 연구 (Study on the Water Penetration in Mortar by Water Pressure)

  • 유조형;이한승;조형규
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2008년도 춘계 학술발표회 제20권1호
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    • pp.505-508
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    • 2008
  • 콘크리트는 다공성 재료로써 타설 직후부터 사용년한 동한 각종 환경에 노출되어 물리적 혹은 화학적인 영향을 받게 된다. 특히, 외부에 존재하는 황산염, 염화물 이온, 이산화탄소 등과 같은 유해성분들은 장기간에 걸쳐 용액 혹은 기체 상태로 콘크리트 내부로 침투되어 콘크리트 구성물들과 물리적 혹은 화학적 상호작용을 일으켜 콘크리트내에 매설된 철근의 부식을 야기 시켜 콘크리트의 내구년한과 내력을 감소시키게 된다. 따라서 철근위치까지 유해한 열화인자가 임계부식량을 초과하는 경우 방청성분을 철근위치까지 확실하게 침투시키는 것이 매우 중요하나, 현재와 같이 콘크리트 표면에 방청제를 도포하여 침투 시키는 기술개발만으로는 철근위치에서의 방청성 확보가 곤란한 실정이다. 본 연구진은 철근위치까지 방청제를 침투시키기 위한 연구개발을 추진하고 있으며, 이를 공학적으로 규명하기 위하여 압력 하에서 콘크리트내로의 수분이동과 같이 방청제에 따른 방청제 침투깊이를 명확히 규명할 필요가 있다. 이를 규명하기 위하여 모르타르를 사용하여 수압에 따른 침투깊이 및 침투량을 측정하여 침투량과 침투 깊이와의 관계 및 가압 시간에 따른 침투 깊이와 침투량을 실험을 통하여 측정하여 침투계수 및 확산계수를 산정하고 가압시간과 수압에 따른 모르타르내에 침투깊이를 예측하였다.

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중소병원의 2015 MERS 위기 대응: G병원의 사례 (A Small-and-medium-sized Hospital's Crisis Management during 2015 MERS Outbreak: A Case of G Hospital)

  • 손희정;김광점
    • 한국병원경영학회지
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    • 제22권3호
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    • pp.144-156
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    • 2017
  • Purpose: Crisis is inevitable to every organization and therefore, successful crisis management is critical to the organizations' survival and prosperity. With the understanding, this study aims to draw propositions for successful crisis management of hospitals when facing infectious disease outbreak. For the purpose, a case of a small and medium sized hospital's experience of crisis management during 2015 Middle East Respiratory Syndrome outbreak was analyzed. Methodology/Approach: The detailed internal circumstances and experiences of the hospital during the MERS outbreak were identified by in-depth interview as well as the extensive material review, and analyzed under the view of the theories of accident, error, and crisis in relation of organization management Findings: Overall, nine propositions are drawn by the phase of crisis. In pre-crisis phase, for example, 'the hospital preparedness has positive influence on the effective responding to the crisis'. In detection phase, 'the mindfulness of the hospital organizations' as well as the individuals' has positive influence on detecting the crisis signals'. In crisis phase, for example, 'improvising naturally occurs in crisis by the unknown disease, therefore, a component site supervisor coordinating such improvision is important'. Lastly, in post-crisis phase, 'successful crisis responding experience facilitates the positive hospital culture'. Practical implication: From the experience of a small and medium size hospital, it is suggested that proactive system approach oriented by safety is beneficial for effective crisis management.

초급간부 군 상담모델 개발 연구 (Study on primary officer military counseling model)

  • 서선우
    • 융합보안논문지
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    • 제16권6_1호
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    • pp.75-83
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    • 2016
  • 병력관리는 군 사고예방은 물론 전투력 보존 및 발휘의 핵심이다. 그러나 예측하지 못한 시간과 장소에서 생각지도 못한 부대원이 사고를 유발하게 되면 경험 없는 초급간부들은 당황하며 어떻게 처리해야 할지 몰라 전전긍긍할 때가 많다. 뿐만 아니라 각종 사고를 예방하는 것도 군의 존립의 이유인 전쟁에서의 승리를 위한 전투준비태세 완비의 전제 조건이다. 이 막중한 임무의 최전선에 초급간부들이 있다. 그러나 전투준비를 위한 제반업무에 만전을 기하여야 할 시간도 부족한데 병력관리에 대한 상급부대의 지시와 요구되는 수준은 경험이 부족한 초급간부들에게 많은 스트레스를 주는 것이 사실이다. 그래서 초급간부를 위한 군 상담모델을 연구하게 되었다. 초급간부 군 상담모델을 적용하여 상담을 진행 하면 가장 신속하고도 효율적으로 상담대상에 대한 파악이 가능하다. 효율적인 상담은 깊이 있는 내담자의 이해가 선행되어야 한다. 누군가를 심층 있게 이해한다는 것은 많은 노력과 시간을 필요로 하는 행위이다. 그러나 초급간부들은 그러한 시간과 노력을 충분히 투자할 수 있는 여건이 미흡한 것이 사실이다. 그러므로 초급간부 군 상담모델을 적극 활용하여 선택과 집중을 통한 상담활동을 지속한다면 효과적인 상담 및 사고예방까지 가능할 것이다.

Design and modelling of pre-cast steel-concrete composites for resilient railway track slabs

  • Mirza, Olivia;Kaewunruen, Sakdirat;Kwok, Kenny;Griffin, Dane W.P.
    • Steel and Composite Structures
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    • 제22권3호
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    • pp.537-565
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    • 2016
  • Australian railway networks possess a large amount of aging timber components and need to replace them in excess of 280 thousands $m^3$ per year. The relatively high turnover of timber sleepers (crossties in a plain track), bearers (skeleton ties in a turnout), and transoms (bridge cross beams) is responsible for producing greenhouse gas emissions 6 times greater than an equivalent reinforced concrete counterparts. This paper presents an innovative solution for the replacement of aging timber transoms installed on existing railway bridges along with the incorporation of a continuous walkway platform, which is proven to provide environmental, safety and financial benefits. Recent developments for alternative composite materials to replace timber components in railway infrastructure construction and maintenance demonstrate some compatibility issues with track stiffness as well as structural and geometrical track systems. Structural concrete are generally used for new railway bridges where the comparatively thicker and heavier fixed slab track systems can be accommodated. This study firstly demonstrates a novel and resilient alterative by incorporating steel-concrete composite slab theory and combines the capabilities of being precast and modulated, in order to reduce the depth, weight and required installation time relative to conventional concrete direct-fixation track slab systems. Clear benefits of the new steel-concrete composites are the maintainability and constructability, especially for existing railway bridges (or brown fields). Critical considerations in the design and finite element modelling for performance benchmarking of composite structures and their failure modes are highlighted in this paper, altogether with risks, compatibilities and compliances.

SRAF를 적용한 극자외선 노광기술용 위상 변위 마스크의 반사도에 따른 이미징 특성 연구 (Evaluation of Imaging Performance of Phase Shift Mask Depending on Reflectivity with Sub-resolution Assist Feature in EUV Lithography)

  • 장용주;김정식;홍성철;조한구;안진호
    • 반도체디스플레이기술학회지
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    • 제14권3호
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    • pp.1-5
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    • 2015
  • In photolithography process, resolution enhancement techniques such as optical proximity correction (OPC) and phase shift mask (PSM) have been applied to improve resolution. Especially, sub-resolution assist feature (SRAF) is one of the most important OPC to enhance image quality including depth of focus (DOF). However, imaging performance of the mask could be varied with the diffraction order amplitude changed by inserting SRAF. Therefore, in this study, we investigated the imaging properties and process margin of attenuated PSM with SRAF. Reflectivities of attenuated PSMs at 13.5 nm were 3, 6, 9% and simulation was performed by $PROLITH^{TM}$. As a result, aerial image properties and DOF as well as diffraction efficiency were improved by increasing the reflectivity of attenuated PSM. Additionally, printed critical dimension variations depending on SRAF width and space error were also reduced for attenuated PSM with high reflectivity. However, SRAF could be printed when reflectivity of attenuated PSM is high enough. In conclusion, optimization of reflectivity of attenuated PSM and SRAF to prevent side-lobe from being printed is needed to be considered.

한방간호관련(韓方看護關聯) 교과과정(敎科課程) 現況(현황)에 대한 연구 (The Study of Curriculums on the Nursing in Oriental Medicine)

  • 문희자;신혜숙;양길모
    • 동서간호학연구지
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    • 제5권1호
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    • pp.114-119
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    • 2000
  • This paper reviews the curriculums on the nursing in oriental medicine currently provided by Korean nursing education institutes. As of October 2000, 14 of 48 four-year-system and 40 of 65 three-years system nursing schools provide the various academic courses and programs titled with the nursing care in oriental medicine. Depending on schools, the credit assigned to these courses and programs vary widely ranged from 1 to 8 units. Even in some schools the courses are offered not as a regular credit course but as a part of other courses on time sharing base. It is absolutely insufficient efforts in promoting education on the nursing in oriental medicine. The oriental medicine is basically based on the principles that the most critical factor in promoting health and preventing disease is the process for improving the condition of both physical and mental part of patients. In this context it seems to be an valuable attempt to apply the principles of oriental medicine to the field of nursing care, and to develop the new methods. It is because promoting health, preventing disease, recovering health, alleviating pains are the basic responsibilities of nursing care. The national health policies have been increasingly emphasizing low-cost and high-efficiency just as in economic policies. In terms of cost-effectiveness nursing education in oriental medicine seems to be evaluated as good enough to satisfy these efficiency requirements. As a initial step for promoting and specializing the nursing education in oriental medicine it is absolutely needed to introduce and expand the curriculum on this new field. Increasing concerns about the oriental medicine as the third medical care is the world wide phenomenon now. Considering this trend, current insufficient curriculum on nursing in oriental medicine in education institutes, especially in four-year system nursing school, might be an undesirable phenomenon for future development of nursing education in Korea. In-depth studies about this issue are seriously needed.

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