• 제목/요약/키워드: Order Based Performance Measures

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추천 시스템을 위한 단계적 평가치 예측 방안 (A Stepwise Rating Prediction Method for Recommender Systems)

  • 이수정
    • 한국인터넷방송통신학회논문지
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    • 제21권4호
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    • pp.183-188
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    • 2021
  • 협력 필터링 기반의 추천 시스템은 현재 다양한 분야의 상업용 시스템의 필수불가결한 기능으로서, 사용자들이 선호할만한 상품을 맞춤형으로 제공해 주는 유용한 서비스이다. 그러나, 사용자들의 평가 데이타가 불충분할 경우 선호상품의 예측이 부정확할 우려가 크다. 본 연구에서는 이러한 단점을 해결하기 위하여 단계적으로 상품의 평가치를 예측하는 방안을 제시한다. 각 단계에 해당하는 예측 방법의 적용 조건을 만족하지 못할 경우 다음 단계의 방법을 적용한다. 제안 방법의 성능 평가를 위해, 공개 데이터셋을 활용한 실험을 진행하였으며, 제안 방법은 여러 전통적 유사도 척도를 도입한 협력 필터링 시스템의 예측 성능과 정밀도 성능을 크게 향상시켰고, 평가데이터 희소성 해결을 위한 기존 방식들의 성능을 능가하는 결과를 보였다.

Hypothetical Study of Student's Academic Performance influenced by Parent's Educational and Financial Status

  • Zohra Khatoon;Hussain Saleem;Ameer Ali Buriro;Uzma Murad Panhwar;Samina Saleem
    • International Journal of Computer Science & Network Security
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    • 제24권7호
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    • pp.79-86
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    • 2024
  • This research is conducted in order to analyze the student's academic performance at the secondary school level in Sindh province of Pakistan. The study was focused on the students who have passed the Matriculation level recently. The sample of size equal to 1097 secondary level students was randomly selected in a way that from each college roughly up to 150 students took part in the survey. The sample selection was further divided on gender (Male=448, Female=649) and Locale (Urban=456, Rural=641). A survey questionnaire was circulated for data collection. The statistical analysis based on Pearson's Chi-Square and Correlation models were carried out using the collected data. The conclusion was drawn from results that strongly revealed that the student's academic achievement at high school level was highly associated to their parent's educational level and socio-economic background. Therefore, it is strongly recommended that the financial condition of the population must be enhanced by taking suitable measures. The affected students should be awarded adequate financial assistance or scholarships to face such hardships of their learning career. Free laptops, learning materials, books, and stationery should also be provided.

PLS-SEM 기반 IPM 방법 활용 - 수출 경쟁력 요인 대상 (On utilizing PLS-SEM based IPM method - Focused on export competitiveness factor)

  • 김민철
    • 디지털융복합연구
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    • 제17권7호
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    • pp.43-47
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    • 2019
  • 본 연구는 기존 경쟁력 요인들의 중요도와 만족도의 차이를 통하여 전략적 정책을 파악하는 기존 방법인 중요도-성과도 분석(IPA)을 확장하여 PLS-SEM 기반 IPM(Importance-Performance Map) 방법을 적용하여 정책 방안을 탐색하는데 그 목적이 있다. 이러한 적용을 위해 본 연구에서는 정보기술 융 복합 산업의 전략 요인들 분석하여 글로벌한 세계 경쟁에서 살아남고 파급시킬 수 있는 정책적 방안과 관련된 연구를 대상으로 적용하였다. 본 연구의 대상인 정보기술(IT) 융 복합 산업의 육성은 관련된 산업의 발전과 고용 활성화를 활성화는 효과를 갖고 있다. 따라서 본 연구는 융 복합 산업의 중소기업들의 수출을 활성화하기 위한 방안적 요인을 탐색하는 연구를 대상으로 본 연구방법론의 활용 가능성을 확대하기 위한 목적을 지니고 있다. 이러한 목적을 달성하기 위해 본 연구의 분석 방법론을 적용하였고, 그 분석 결과 IT 융 복합 수출 중소기업에 대한 정책적 방안을 도출하였다. 따라서 본 연구의 분석 결과를 바탕으로 IT 융 복합 산업의 수출 활성화를 위한 요인들을 정책을 수립하고 집행하는 가운데 하나의 전략 수단으로서 본 연구 방법론을 다른 분야의 연구에 활용될 수 있다.

산업클러스터 내 사회적 자본이 기업성과에 미치는 영향: 조직학습의 역할을 중심으로 (The effect of social capital on firm performance within industrial clusters: Mediating role of organizational learning of clustering SMEs)

  • 김신우;서리빈;윤현덕
    • 지식경영연구
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    • 제17권3호
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    • pp.65-91
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    • 2016
  • Although the success of industrial clusters largely depends on whether clustering firms can achieve economic performance, there has been less attention on investigating factors and conditions contributing to the performance enhancement for clustering small and medium-sized enterprises (SMEs). Along this vein, we adopt the theories of social capital and organizational learning as those success factors for clustering SMEs. This study thus aims at examining what effect social capital accrued in the relationships among actors within clusters has on firm performance of clustering SMEs and what role organizational learning plays in the linkage between social capital and firm performance. For the empirical analysis, we operationalized the variables and their measures to develop questionnaires through the theoretical reviews on literatures. As a sample of 227 clustering SMEs, our collected data was analyzed by hierarchical regression analysis. The results confirmed that a high level of social capital, represented by network, trust, and norm, has positive effect on firm performance of clustering SMEs. We also found that clustering firms presenting high organizational learning, represented by absorptive and transformative capability, achieve better performance than those placing less value on organizational learning. Furthermore the significant relationship between social capital and firm performance is mediated partially through organizational learning. These findings imply not only that the territorial agglomeration of industrial cluster does not guarantee the performance creation of clustering SMEs but that they need to develop social capital among various actors within clusters, facilitating their knowledge diffusion. In order to absorb and mobilize the shared knowledge and information into strategic resources, the firms should improve their capability associated with organizational learning. These expand our understanding on the importance of social capital and organizational learning for the performance enhancement of clustering firms. Differentiating from major studies addressing benefits and advantages of industrial cluster, this study based on the perspective of firm-internal business process contributes to the literature advancement. Strategic and policy implications of this study are discussed in detail.

ICT-based Cooperative Model for Transparent and Sustainable Scholarly Publishing Ecosystem

  • Jung, Youngim;Seo, Tae-Sul
    • Journal of Contemporary Eastern Asia
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    • 제21권1호
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    • pp.53-71
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    • 2022
  • The overall purposes of this study are to identify actions taken to counter predatory publishing practices as well as to propose an ICT-based model to detect such practices. The need to raise quantitative performance metrics to support career goals has created immense pressure on researchers to publish in the literature as frequently as possible. This "publish or perish" syndrome appears to be fueling a rise in scholarly journals and conferences that provide quicker and easier routes to publication. However, such avenues sometimes involve questionable academic practices with important ethical ramifications. One notable example is the proliferation of predatory publishing, including predatory journals and fake conferences. The widening impact of such activities is beginning to prompt academic societies, publishers, and institutions to take measures. This paper discusses the issues on predatory publishing practices, and some of the actions taken by various stakeholders to address these practices. In order to build a transparent and sustainable scholarly publishing ecosystem, this study highlights multi-dimensional and specific solutions, including reforms to research ethics codes, research management rules, and legal protection from exploitative practices. This paper proposes an ICT-based cooperative model for monitoring of predatory publishers as a potential solution to create a sustainable and transparent infrastructure for a scholarly publication system guarding against misconduct in publishing practices.

일반국도의 환경친화성 평가방법론 개발 (Development of Evaluation Method for Environmental Friendly Property in National Highway)

  • 전우훈;이영인
    • 한국도로학회논문집
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    • 제12권3호
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    • pp.87-92
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    • 2010
  • 환경친화적인 도로건설의 개념은 최근에 많이 언급되고 있으나 실제로 측정할 수 있는 방법론이 전무한 실정이다. 특히 환경친화성을 현장에 적용하기 위해서는 계획단계에서 적용할 수 있는 방법론이 개발되어야 한다. 본 연구의 목적은 일반국도의 환경친화성을 평가할 수 있는 방법을 개발하여 현장에 적용할 수 있도록 하는 것이다. 평가지표 개발을 위해 환경영향평가에서 제시하고 있는 총 10개 분야에서 8개의 환경친화성 지표를 선정하였으며, 정성적 평가기법과 정량적 평가기법을 함께 적용하기 위해 정성적 평가방법으로는 계층화분석법(Analytic Hierarchy Process)을 사용하였으며, 정량적 평가방법으로는 일반국도 구간에서 지표에 대한 수치를 적용하였다. 환경친화성 지표선정을 위해 시범적용된 일반국도 구간은 총 10개 구간에 120km의 연장으로 구성되어 있다. 본 연구에서 제시된 평가방법론은 일반국도의 환경에 대한 적용수준을 평가할 수 있으며, 적용에 대한 이해가 쉽고 데이터의 수집이 간편하다. 이러한 방법론을 통해 도로건설시에 환경친화성을 평가하고 보완할 수 있는 도구로 이용이 가능할 것이다. 또한 여러 도로구간들의 환경친화성에 대한 비교를 통해 환경친화성을 높일 수 있는 근거로 사용이 가능할 것으로 판단된다.

중대형 굴삭기 유압시스템의 압력 맥동 저감 연구 (A Study on the Pulsation Pressure Reduction for the Hydraulic System of Medium-Large Excavator)

  • 김영현;주원호
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2010년도 추계학술대회 논문집
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    • pp.421-426
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    • 2010
  • With hydraulic noise test facility, a variety of tests were performed to investigate the pulsation pressure generation mechanism and its transmission characteristics and to derive the noise control methodology. Many experiments were carried out by changing average pressure, flow rate, pump speed, hose length and MCV spool condition. From the test results, the correlations between pulsation pressure and other design parameters, such as static pressure, flow rate and MCV spool opening area and length of hose, were found out. And also each contribution factors were evaluated from the regression analysis. By changing hose length, the pulsation pressure resonance phenomenon was investigated. In order to find out the pulsation pressure reduction measures pulsation pressure analysis, such as pulsation pressure of hydraulic pump itself and pulsation pressure of hydraulic system, by using AMESim were studied. In addition hydraulic silencer was developed based on the Helmholtz resonator. And its performance was evaluated by installing the silencer at the excavator.

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서로 다른 납기를 갖는 작업에 대한 이종 병렬기계에서의 일정계획수립 (Scheduling Jobs with different Due-Date on Nonidentical Parallel Machines)

  • 강용혁;이홍철;김성식
    • 대한산업공학회지
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    • 제24권1호
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    • pp.37-50
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    • 1998
  • This paper considers the nonidentical parallel machine scheduling problem in which n jobs having different due dates are to be scheduled on m nonidentical parallel machines. For the make-to-order manufacturing environment, the objective is to minimize the number of tardy jobs. A 0-1 nonlinear programming model is formulated and a heuristic algorithm that allocates and sequences jobs to machines is developed. The proposed algorithm makes use of the concept of assignment problem based on the suitability measure as the cost coefficient. Computational experiments show that the proposed algorithm is superior to the existing one in some performance measures such as number of tardy jobs. In addition, this algorithm is appropriate for solving real industrial problems efficiently.

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Kirchhoff 근사 방법을 이용한 축소모델의 표적강도 예측 (Target Strength Prediction of Scaled Model by the Kirchhoff Approximation Method)

  • 김영현;주원호;김재수
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 춘계학술대회논문집
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    • pp.442-445
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    • 2004
  • The acoustic target strength (TS) of submarine is associated with its active detection, positioning and classification. That is, the survivability of submarine depends on its target strength. So it should be managed with all possible means. An anechoic coating to existing submarine or changing of curvature can be considered as major measures to reduce the TS of submarine. It is mainly based on the prediction of its TS. Under this circumstances, a study on the more accurate numerical methods becomes big topic for submarine design. In this paper, Kirchhoff approximation method was adopted as a numerical tool for the physical optics region. Secondly, the scaled models of submarine were built and tested in order to verify its performance. Through the comparison, it was found out that the Kirchhoff approximation method could be good design tool for the prediction of TS of submarine.

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광역 ATM망에서 망 자원 활용의 공평성을 위한 스케줄링 알고리즘 (Scheduling Algorithm for Fairness of Network Resources on Large Scale ATM Networks)

  • 이은주
    • 한국컴퓨터산업학회논문지
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    • 제2권9호
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    • pp.1225-1232
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    • 2001
  • 본 논문에서는 광역 ATM 망에서 인터넷 서비스를 제공하기 위하여 입력 소스 트래픽의 QoS 등급에 기초한 라우터 시스템에 적용되는 다양한 스케줄링 알고리즘들을 분석하고 서비스 특성에 따라 QoS 요구사항을 보장할 수 있는 새로운 스케줄링 알고리즘을 제안한다. 이를 위하여, 인터넷망에서의 패킷 다중화기의 요구사항을 살펴보고 실시간 서비스제공을 위한 패킷 다중화기의 기능 구조와, 다양한 QoS를 만족시키기 위한 스케줄링 알고리즘을 설계한다. 마지막으로 모의 실험을 통해 평균 지연 시간 및 망 자원 활용의 공평성 측면에서 알고리즘의 성능을 고찰한다.

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