• 제목/요약/키워드: Collaborative Index

검색결과 64건 처리시간 0.023초

RFM 다차원 분석 기법을 활용한 암시적 사용자 피드백 기반 협업 필터링 개선 연구 (A Study on Improvement of Collaborative Filtering Based on Implicit User Feedback Using RFM Multidimensional Analysis)

  • 이재성;김재영;강병욱
    • 지능정보연구
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    • 제25권1호
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    • pp.139-161
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    • 2019
  • 전자상거래 시장의 이용이 보편화 되며 고객들에게 좋은 품질의 물건을 어디서, 얼마나 합리적으로 구매할 수 있는지가 중요해졌다. 이러한 구매 심리의 변화는 방대한 정보 속에서 오히려 고객들의 구매 의사결정을 어렵게 만드는 경향이 있다. 이때 추천 시스템은 고객의 구매 행동을 분석하여 정보 검색에 드는 비용을 줄이고 만족도를 높이는 효과가 있다. 하지만 대부분 추천 시스템은 책이나 영화 등 동종 상품 분류 내에서만 추천이 이뤄진다. 왜냐하면 추천 시스템은 특정 상품에 매긴 구매 평점 데이터를 기반으로 해당 상품 분류 내 유사한 상품에 대한 구매 만족도를 추정하기 때문이다. 그밖에 추천 시스템에서 사용하는 구매 평점의 신뢰성에 대한 문제도 제시되고 있으며 오프라인에선 평점 확보 자체가 어렵다. 이에 본 연구에서는 일련의 문제를 개선하기 위해 RFM 다차원 분석 기법을 활용하여 기존에 사용하던 고객의 구매 평점을 객관적으로 대체할 수 있는 새로운 지표의 활용 가능성을 제안하는 바이다. 실제 기업의 구매 이력 데이터에 해당 지표를 적용해서 검증해본 결과 높게는 약 55%에 해당하는 정확도를 기록했다. 이는 총 4,386종에 달하는 이종 상품들 중 한번도 이용해 본 적 없는 상품을 추천한 결과이기 때문에 검증 결과는 상대적으로 높은 정확도와 활용가치를 의미한다. 그리고 본 연구는 오프라인의 다양한 상품데이터에서도 적용할 수 있는 범용적인 추천 시스템의 가능성을 시사한다. 향후 추가적인 데이터를 확보한다면 제안하는 추천 시스템의 정확도 향상도 기대할 수 있다.

물류협력지수의 개발 및 측정에 관한 연구: 공동물류사업을 중심으로 (A Study on the Development and Measurement of Logistics Partners Cooperation Index(LPCI): Focused on the Joint Logistics)

  • 서상석;송광석;박종우
    • 유통과학연구
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    • 제14권6호
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    • pp.107-118
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    • 2016
  • Purpose - Over 90% of Domestic logistics industry is small enterprise and they are experiencing growth stagnation due to price-based competition structure rather than constructing logistics service of high added value. In order to get over this situation and pursue the development of logistics industry, strengthening its competitiveness, through inter-enterprise cooperative network build-up, would be a key alternative. Therefore, in this study, an index for measuring inter-enterprise cooperation level of Joint logistics business will be developed as a typical collaborative business model in logistics industry. Moreover, a strengthening competitiveness method suggests a developmental step and a key management index to mature in logistics industry. Research Design, Data, Methodology - This study is an index development research for measuring inter-enterprise cooperation level of logistics industry. Such a level was measured by performing a survey by targeting enterprises that participated in Joint logistics business. The targeting enterprises are typical cooperative models in logistics industry. Measurement items were developed which were based on the presented items in existing research. Question items were composed of selection type questions as answering Yes/No. They measures implementation status of corporate activity and detailed activity items measuring qualitative level. Total samples were based on 116 enterprise samples including 90 logistics enterprises and 26 shippers. In addition, by evaluating the importance for Joint logistics business recognition with personnel working level, the weight of measuring variable was extracted. This study has built an assessment tools (LPCI) on Joint logistics business cooperation level in a situation where there are no previous studies on joint logistics business, this study is meaningful for other studies. Results - As a result of analyzing LPCI presented in this study, the score of logistics enterprise was represented as 59.9 points based on full score of 100 points and that of shippers as 47.2 points and cooperation level among enterprises participated in Joint logistics business was revealed to be very low. In particular, as a result of measuring the importance between logistics enterprise and shippers, the difference by each measurement standard was represented among those enterprises. This difference is considered to be a key factor that cooperative operational conformity between logistics enterprises and shippers is represented to be low. Conclusions - As most joint logistics business, being promoted at present, is sharing facility and information with joint logistics business, it is hard to find such a joint logistics business in reality based on cooperative business model in main cooperation agents. Therefore, competitiveness of logistics industry could be strengthened by promoting joint logistics business based on their mutual cooperation among enterprises. In other words, it is to secure sustainable competitiveness of joint logistics business together with creation of new market by inter-enterprise cooperation based on integration of basic logistics business.

정보활용교육 주요 토픽과 교원능력개발평가 사서교사 평가지표 비교 연구 (Comparative Study of Information Literacy Education and Librarian Teacher Evaluation Index in Teachers' Competency Development Evaluation)

  • 이민수;김혜진
    • 한국도서관정보학회지
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    • 제53권3호
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    • pp.455-477
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    • 2022
  • 본 연구는 정보활용교육의 주요 토픽과 사서교사 역량 강화를 위해 실시되고 있는 교원능력개발 평가지표의 비교·분석을 통해서 사서교사가 적절한 요소를 통해 평가가 이루어지고 있는지 분석하였다. 이를 위해 1995년부터 2022년 5월까지 문헌정보학 분야 4대 학술지에서 출판된 정보활용교육 관련 논문들을 수집하여 LDA 토픽모델링을 실시하였다. 토픽모델링 결과 20개의 토픽 중 정보활용교육(T10)이 12.0%로 가장 활발하게 논의되고 있음을 알 수 있으며, 도서관 활용수업(T2) 10.4%, 이용자 서비스(T3) 8.8%가 그다음 순으로 나타났다. 반면 독서토론(T7) 3.3%, 독서교육(T19) 2.9%, 인력 관리(T13) 2.1%, 사서교사 직무 만족도(T17) 2.1% 등은 정보활용교육 토픽모델링에서 저조한 토픽들로 나타났다. 또한 학교도서관 사서교사의 수업모형개발(T1)과 교육과정 개발(T20)은 사서교사가 협업수업과 정보활용교육을 진행함에 있어서 필수적으로 수행하는 과정임에도 불구하고 현행 교원능력개발 평가지표에는 고유한 평가지표로 반영되어 있지 않는 것으로 나타났다. 이에 본 연구에서는 교원능력개발평가 사서교사 평가지표 '교육 및 수업 지원' 요소에 '수업모형 및 교육과정 개발'을 추가 평가지표로 제안하였다.

전문간호실무를 위한 조직환경과 간호사의 근무의욕간의 관계 (A Professional Nursing Practice Environment and Its Impact on Nurses' Task Motivation)

  • 강소영;엄영란;한성숙
    • 대한간호학회지
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    • 제35권2호
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    • pp.353-361
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    • 2005
  • Purpose: This study was aimed at (a) describing professional nursing practice environments embedded in nursing care units and (b) examining its relationships to nurses' task motivation. Method: Using the Nursing Work Index Revised (NWI-R) and the Work Preference Inventory (WPI), a descriptive study was conducted with a sample of 320 registered nurses on 26 nursing care units in one University hospital in Korea. Result: Mean scores were 12.9 on a 5-20 score range of an autonomous environment scale, 7.3 on a 3-12 score range of a collaborative environment, and 15.8 on a 7-28 score range of control over nursing practice. Nurses' age, educational level, job position, working period at the hospital and employment status were significantly related to the degree of a professional practice environment. The extent to which a professional practice environment accounted for task motivation was $19.5\%$. Conclusion: There is a certain degree of professionalism in the workplace environment that nurses perceived within the nursing care units. When nurses care for patients, the degree of task motivation depends on the work environment supporting the professional nursing practice.

BPM 기반의 협업허브 2.0 설계와 구현 (Design and Construction of Collaboration Hub 2.0 based on BPM)

  • 김보현;정소영;최헌종;이성진;장진영
    • 한국CDE학회논문집
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    • 제16권6호
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    • pp.414-423
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    • 2011
  • The collaboration hub has been developed since 2004 as an online collaboration space, which supports the various collaborative works amongst small and medium enterprises using information sharing, collaboration project management, and project history management. Because of the change of manufacturing environment and rapid development of information technologies, it should be evolved from the existing version called Collaboration Hub 1.0. Recently, a lot of manufacturing enterprises know the importance of business process management(BPM) and start to introduce BPM systems. Our research group has developed the new version of Collaboration Hub 1.0 called Collaboration Hub 2.0 which contains the BPM concept, the consistent product data management, and the specialized functions overcoming the various variation of manufacturing. This study scrutinizes the meaning and role of the Collaboration Hub 2.0 and introduces an application study of it to the value chain of automobile module development consisted of a leading company and subcontractors. The case study covers the definition, execution and monitoring of collaboration process, the specialized functions overcoming the manufacturing variation and the key performance index of collaboration business.

The Global Publication Output in Augmented Reality Research: A Scientometric Assessment for 1992-2019

  • Gupta, B.M.;Dhawan, S.M.
    • International Journal of Knowledge Content Development & Technology
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    • 제10권2호
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    • pp.51-69
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    • 2020
  • This paper describes global research in the field of augmented reality (22078) as indexed in Scopus database during 1992-2019, using a series of bibliometric indicators. The augmented reality (AR) research registered high 54.23% growth, averaged citation impact of 8.90 citations per paper. Nearly 1% of global output in the subject (226 papers) registered high-end citations (100+) per paper. The top 15 countries accounted for 87.05% of global publications output in the subject. The USA is in leadership position for its highest publications productivity (19.25% global share). The U.K. leads the world on relative citation index (2.05). International collaboration has been a major driver of AR research pursuits; between 11.89% and 44.04% of national share of top 15 countries in AR research appeared as international collaborative publications. AR research productivity by application types was the largest across sectors, such as education, industry and medical. Computer science has emerged as the most popular areas in AR research pursuits. Technical University of Munich, Germany and Osaka University, Japan have been the most productive organizations and Nara Institute of S&T, Japan (66.55 and 7.48) and Imperial College, London, U.K. (57.14 and 6.42) have been the most impactful organizations. M. Billinghurst and N. Navab have been the most productive authors and S. Feiner and B. MacIntyre have been the most impactful authors. IEEE Transactions on Visualization & Computer Graphics, Multimedia Tools & Applications and Virtual Reality topped the list of most productive journals.

치매(痴呆)에 대한 임상 한의학 연구 경향 분석 : 지난 10년간의 국내 논문을 중심으로 (Analysis of Clinical Korean Medicine Studies on Dementia : Focused on Korean Literatures for 10 Years)

  • 이동혁
    • 대한예방한의학회지
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    • 제24권1호
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    • pp.37-48
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    • 2020
  • Objective : In this article, we overviewed clinical Korean Medicine studies on dementia by analyzing papers published in Korea from 2010 to 2019. Methods : We explored research articles on dementia from 5 Korean research databases using the keyword 'dementia' and 'Korean Medicine'. We included original articles and reviews of clinical Korean Medicine and excluded single case study and experiment article of animal model. Then we analyzed them according to the published year, journal type, and research topics. Results & Conclusions : Research topics were classified into 'research trend', 'treatment', 'prevention', 'evaluation', 'medical expenses', 'collaborative practice' and 'others'. The largest number of articles were published in 2011(24.4%). 'Journal of Oriental Neuropsychiatry' was the journal with the most published articles(46.3%). In research topics, the analyses of research trend accounted for the largest portion(39.0%) and the articles about treatment for dementia or evaluation index in Korean medicine had the second largest proportion(14.6%). We hope that various researches for therapeutic effects, mechanisms and preventive effects of Korean Medicine in dementia would be conducted for future study.

Cloud monitoring system for assembled beam bridge based on index of dynamic strain correlation coefficient

  • Zhao, Yiming;Dan, Danhui;Yan, Xingfei;Zhang, Kailong
    • Smart Structures and Systems
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    • 제26권1호
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    • pp.11-21
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    • 2020
  • The hinge joint is the key to the overall cooperative working performance of the assembled beam bridge, and it is also the weakest part during the service period. This paper proposes a method for monitoring and evaluating the lateral cooperative working performance of fabricated beam bridges based on dynamic strain correlation coefficient indicator. This method is suitable for monitoring and evaluation of hinge joints status between prefabricated girders and overall cooperative working performance of bridge, without interruption of traffic and easy implementation. The remote cloud monitoring and diagnosis system was designed and implemented on a real assembled beam bridge. The algorithms of data preprocessing, online indicator extraction and status diagnosis were given, and the corresponding software platform and scientific computing environment for cloud operation were developed. Through the analysis of real bridge monitoring data, the effectiveness and accuracy of the method are proved and it can be used in the health monitoring system of such bridges.

공동연구 네트워크에서 중심성과 연구성과 간의 관련성에 관한 연구 (A Study of the Relationship Between Centrality and Research Performance in Collaborative Research Network)

  • 문성구;김인재
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제7권5호
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    • pp.169-176
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    • 2018
  • 본 연구의 목적은 지난 10년간 사회과학저널 전체에 대한 소셜 네트워크 분석을 수행하여 중심성과 연구성과 간의 관계를 분석하는 것이다. 절대적인 논문 수를 기준에 따른 상, 중, 하 그룹으로 연구성과와 상관관계 분석을 수행한 결과 대부분의 그룹에서 중심성과 연구 생산성의 상관관계는 높은 상관관계가 나왔지만 연구의 영향력과 인용 속도는 유의미한 결과가 도출되지 않았다. 또한, 종합적인 연구성과와의 관계에서는 중위 그룹의 상관관계가 상위 그룹보다 더 유의미하게 나타났다.

Sino-South Korean Scientific Collaboration Based On Co-Authored SCI Papers

  • Sun, Junwei;Jiang, Chunlin
    • Journal of Information Science Theory and Practice
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    • 제2권1호
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    • pp.48-61
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    • 2014
  • Using statistic and bibliometric methods to characterize scientific cooperation between China (excluding Hong Kong, Macao, and Taiwan) and South Korea through their bilateral co-authored papers covered by the Science Citation Index CD-ROM, 1991-2010, in our paper we exploit the feature of their cooperation in four levels: time sequence, academic community, key fields, and institution distribution. From the time sequence we know that collaboration between China and Korea starts in 1991, reaching the first peak during 2004-2007. As for the academic community, the number of Chinese corresponding authors (2414) is slightly lower than that of Korea (2700). Regarding the 27 high yield authors, there are only 4 coming from China. Korea has a higher active level than Chinese authors. China and Korea tend to cooperate with each other on strong disciplines such as physics, chemistry, material science, engineering, mathematics, pharmaceutical, computer science and biology. Furthermore, they also attach great importance to basic research and high-tech cooperation. Besides, Chinese Academy of Sciences ranks at the top 1 among the distribution of institutions. As a majority of the collaborative institutions are universities, the participation of non-university institutions is relatively low. There are 7 Korean universities among the top ten institutions, while Yanbian University and Tsinghua University in China rank respectively as third and fourth. Seoul National University, accompanied by Korea University and Yonsei University as the three top Korean universities, is also among the top among the cooperating institutions.