• 제목/요약/키워드: Category Performance

검색결과 628건 처리시간 0.023초

텍스트 마이닝을 통한 키워드 추출과 머신러닝 기반의 오픈소스 소프트웨어 주제 분류 (Keyword Extraction through Text Mining and Open Source Software Category Classification based on Machine Learning Algorithms)

  • 이예슬;백승찬;조용준;신동명
    • 한국소프트웨어감정평가학회 논문지
    • /
    • 제14권2호
    • /
    • pp.1-9
    • /
    • 2018
  • 오픈소스를 사용하는 사용자 및 기업의 비중이 지속적으로 증가하고 있다. 국외뿐만 아니라 국내에서의 오픈소스 소프트웨어 시장 규모가 급격하게 성장하고 있다. 하지만 오픈소스 소프트웨어의 지속적인 발전에 비해서, 오픈소스 소프트웨어 주제 분류에 대한 연구 거의 이루어지지 않고 있으며 소프트웨어의 분류 체계 또한 구체화되어 있지 않다. 현재는 사용자가 주제를 직접 입력하거나 태깅하는 방식을 사용하고 있으며 이에 따른 오 분류 및 번거로움이 존재한다. 또한 오픈소스 소프트웨어 분류에 대한 연구는 오픈소스 소프트웨어 평가, 추천, 필터링등의 기반 연구로 이용될 수 있다. 따라서 본 연구에서는 머신러닝 모델을 사용하여 오픈소스 소프트웨어를 분류하는 기법에 대하여 제안하고, 머신러닝 모델 별 성능 비교를 제안한다.

The Effects of Content and Distribution of Recommended Items on User Satisfaction: Focus on YouTube

  • Janghun Jeong;Kwonsang Sohn;Ohbyung Kwon
    • Asia pacific journal of information systems
    • /
    • 제29권4호
    • /
    • pp.856-874
    • /
    • 2019
  • The performance of recommender systems (RS) has been measured mainly in terms of accuracy. However, there are other aspects of performance that are difficult to understand in terms of accuracy, such as coverage, serendipity, and satisfaction with recommended results. Moreover, particularly with RSs that suggest multiple items at a time, such as YouTube, user satisfaction with recommended results may vary not only depending on their accuracy, but also on their configuration, content, and design displayed to the user. This is true when classifying an RS as a single RS with one recommended result and as a multiple RS with diverse results. No empirical analysis has been conducted on the influence of the content and distribution of recommendation items on user satisfaction. In this study, we propose a research model representing the content and distribution of recommended items and how they affect user satisfaction with the RS. We focus on RSs that recommend multiple items. We performed an empirical analysis involving 149 YouTube users. The results suggest that user satisfaction with recommended results is significantly affected according to the HHI (Herfindahl-Hirschman Index). In addition, satisfaction significantly increased when the recommended item on the top of the list was the same category in terms of content that users were currently watching. Particularly when the purpose of using RS is hedonic, not utilitarian, the results showed greater satisfaction when the number of views of the recommended items was evenly distributed. However, other characteristics of selected content, such as view count and playback time, had relatively less impact on satisfaction with recommended items. To the best of our knowledge, this study is the first to show that the category concentration of items impacts user satisfaction on websites recommending diverse items in different categories using a content-based filtering system, such as YouTube. In addition, our use of the HHI index, which has been extensively used in economics research, to show the distributional characteristics of recommended items, is also unique. The HHI for categories of recommended items was useful in explaining user satisfaction.

심층 주제, 지역, 장르를 모두 분류할 수 있는 다면적 뉴스 기사 자동 분류 모델 연구 (Research on Multi-facted News Article Classification Models Classifying Subjects, Geographies and Genres)

  • 이효진;최성필
    • 한국문헌정보학회지
    • /
    • 제58권3호
    • /
    • pp.65-89
    • /
    • 2024
  • 본 연구는 한국어 사전학습 모델을 활용하여 뉴스 기사를 주제, 장르, 지역별로 각각 분류하는 모델을 구축하였다. 이를 위해 국내 언론사의 분류체계를 참고하여 새로운 뉴스 기사 분류체계를 설계하였다. 주제 및 장르 분류 모델은 대분류와 중분류 모델을 연결한 계층적 구조의 분류 모델로 구현하여 카테고리 통합 모델의 성능과 비교하였다. 평가 결과, 계층적 구조의 분류 모델은 모호하거나 중복된 카테고리에서 카테고리 통합 모델보다 더 명확한 분류를 수행할 수 있다는 이점이 있었다. 뉴스 기사의 지역적 분류를 위해서는 18개의 카테고리에 대하여 분류를 수행하는 모델을 구축하였으며 지역 관련 뉴스 기사의 경우, 지역적 특성이 본문에 명확히 드러나 높은 성능을 기록할 수 있었다. 본 연구는 주제, 장르, 지역의 다각적인 측면에서 뉴스 기사를 효과적으로 분류할 수 있음을 보여주었으며, 이를 통해 사용자 요구에 부합하는 다차원적 뉴스 기사 분류 서비스의 가능성을 제시한 점에서 의의가 있다.

정수장 최적화를 위한 성능제한인자 평가에 관한 연구 (The Evaluation of Performance Limiting Factors for the Optimization of Drinking Water Treatment)

  • 김정현;배철호;박노석;문용택;이선주;권순범;안효원
    • 상하수도학회지
    • /
    • 제19권1호
    • /
    • pp.78-91
    • /
    • 2005
  • Performance limiting factors (PLFs) derived from 161 drinking water treatment plants (DWTPs), assessed by International Technical Diagnosis & Assistance Center, were analyzed and evaluated in more detail in this study. In order to conduct study, 161 DWTPs were divided into five categories depending on their capacity, and into twelve groups according to processes and facilities. From the results of analysis, PLFs and their distribution ratio derived from each category were significantly different. Filtration was the most important performance limiting process in all DWTPs of five categories, and the PLFs in filtration were backwashing velocity, media configuration, bed depth, and formation of mud-ball. The PLFs in coagulation-flocculation process were found out to be coagulant dosage, mixing speed, mechanical problems, and others in the order of frequency of occurrence. Also, insufficient disinfection ability that is resulted from insufficient hydraulic detention time and improper chlorine dose and injection point, is the most significant among PLFs in a clear well. In the case of sedimentation, inappropriate baffle structure and excessive upward velocity were PLFs. In addition, the results showed that high turbid water and low alkalinity in a rainy season, ferric and manganese ions, and ammonia nitrogen have been contributed significantly on the performance of DWTPs.

한 대학병원의 진료과별 업무성과 평가 도구 개발 과정 (Development of Performance Evaluation Protocols for Physicians in a University Hospital)

  • 김창엽;김선민
    • 한국의료질향상학회지
    • /
    • 제5권2호
    • /
    • pp.296-310
    • /
    • 1998
  • Background : Performance evaluation of medical care providers has become more important than before in Korea. Especially in university hospitals, job contents of medical staffs are so complicated that evaluation is not easily performed. In addition, in order that the feedback of evaluation be successful, acceptance of staffs to be evaluated is essential. This study is aimed at the development of items for evaluation and weighting of each item in one university hospital, and clustering departments by different weight given by medical staffs. Methods : Through resource group meeting. performance items were listed up by categories of education, research, medical services, and other activities in and out of the hospital. For each item, all the medical staffs were asked how important they thought, compared with publishing one original article. By factor analysis, the items in each category were grouped into a few subgroups. In turn, cluster analysis was done for the purpose of grouping departments by priority the medical staffs gave. Results and Conclusion : Among five major categories, medical staffs regard education, research, and medical services more important than other activities in and out of the hospital. Five categories consisted of two or three components. Departments in hospital were grouped into three. However, characteristics of each group was not clearly delineated. This result suggests that more comprehensive tool should be developed and applied in the process of performance evaluation in university hospitals.

  • PDF

외부마감재가 부착된 볼트접합 방식 패널링 시스템의 내진성능평가를 위한 진동대 실험 (Shake Table Test on Seismic Performance Evaluation of the Bolted Connection Type Paneling System with Exterior Finish Material)

  • 오상훈;박종원;박해용
    • 한국지진공학회논문집
    • /
    • 제22권1호
    • /
    • pp.23-32
    • /
    • 2018
  • In this study, we conducted a shake table test to verify the seismic performance of the paneling system with steel truss composed of bolt connections. The control group was set to the traditional paneling system with steel truss connected by spot welding method. Test results showed that the bolted connection type paneling system has excellent deformation capacity without cracking or brittle fracture of the steel truss connection parts compared to the welding type paneling system. Furthermore, in the bolted connection type, slight damage occurred at the time of occurrence of the same story drift angle as compared with the existing method, it is considered that it has excellent seismic performance. In compliance with the performance-based design recommended for the current code (ASCE 41-13) on non-structural components, it is judged that in the case of the bolted connection type paneling system, it can be applied to all risk category structures without restriction. However, in the case of traditional paneling system with spot welding method, it is considered that it can be applied limitedly.

The Impact of Product Review Usefulness on the Digital Market Consumers Distribution

  • Seung-Yong LEE;Seung-wha (Andy) CHUNG;Sun-Ju PARK
    • 유통과학연구
    • /
    • 제22권3호
    • /
    • pp.113-124
    • /
    • 2024
  • Purpose: This study is a quantitative study and analyzes the effect of evaluating the extreme and usefulness of product reviews on sales performance by using text mining techniques based on product review big data. We investigate whether the perceived helpfulness of product reviews serves as a mediating factor in the impact of product review extremity on sales performance. Research design, data and methodology: The analysis emphasizes customer interaction factors associated with both product review helpfulness and sales performance. Out of the 8.26 million Amazon product reviews in the book category collected by He & McAuley (2016), text mining using natural language processing methodology was performed on 300,000 product reviews, and the hypothesis was verified through hierarchical regression analysis. Results: The extremity of product reviews exhibited a negative impact on the evaluation of helpfulness. And the helpfulness played a mediating role between the extremity of product reviews and sales performance. Conclusion: Increased inclusion of extreme content in the product review's text correlates with a diminished evaluation of helpfulness. The evaluation of helpfulness exerts a negative mediating effect on sales performance. This study offers empirical insights for digital market distributors and sellers, contributing to the research field related to product reviews based on review ratings.

설비공학회 분야의 최근 연구 동향 : 2015년 학회지 논문에 대한 종합적 고찰 (Recent Progress in Air-Conditioning and Refrigeration Research : A Review of Papers Published in the Korean Journal of Air-Conditioning and Refrigeration Engineering in 2015)

  • 이대영;김사량;김현정;김동선;박준석;임병찬
    • 설비공학논문집
    • /
    • 제28권6호
    • /
    • pp.256-268
    • /
    • 2016
  • This article reviews the papers published in the Korean Journal of Air-Conditioning and Refrigeration Engineering during 2015. It is intended to understand the status of current research in the areas of heating, cooling, ventilation, sanitation, and indoor environments of buildings and plant facilities. Conclusions are as follows. (1) The research works on the thermal and fluid engineering were carried out in the areas of flow, heat and mass transfer, cooling and heating, and air-conditioning, the renewable energy system and the flow inside building rooms. Research issues dealing with air-conditioning machines and fire and exhausting smoke were reduced. CFD seems to be spreading to more research areas. (2) Research works on heat transfer area were carried out in the categories of heat transfer characteristics, pool boiling and condensing heat transfer and industrial heat exchangers. Researches on heat transfer characteristics included the economic analysis of GHG emission, micro channel heat exchanger, effect of rib angle on thermal performance, the airside performance of fin-and-tube heat exchangers, theoretical analysis of a rotary heat exchanger, heat exchanger in a cryogenic environment, the performance of a cross-flow-type, indirect evaporative cooler made of paper/plastic film. In the area of pool boiling and condensing, the bubble jet loop heat pipe was studied. In the area of industrial heat exchangers, researches were performed on fin-tube heat exchanger, KSTAR PFC and vacuum vessel at baking phase, the performance of small-sized dehumidification rotor, design of gas-injection port of an asymmetric scroll compressor, effect of slot discharge-angle change on exhaust efficiency of range hood system with air curtain. (3) In the field of refrigeration, various studies were carried in the categories of refrigeration cycle, alternative refrigeration/energy system, system control. In the refrigeration cycle category, a cold-climate heat pump system, $CO_2$ cascade systems, ejector cycles and a PCM-based continuous heating system were investigated. In the alternative refrigeration/energy system category, a polymer adsorption heat pump, an alcohol absorption heat pump and a desiccant-based hybrid refrigeration system were investigated. In the system control category, turbo-refrigerator capacity controls and an absorption chiller fault diagnostics were investigated. (4) In building mechanical system research fields, eighteen studies were reported for achieving effective design of the mechanical systems, and also for maximizing the energy efficiency of buildings. The topics of the studies included energy performance, HVAC system, ventilation, and renewable energies, piping in the buildings. Proposed designs, performance tests using numerical methods and experiments provide useful information and key data which can improve the energy efficiency of the buildings. (5) The field of architectural environment was mostly focused on indoor environment and building energy. The main researches of indoor environment were related to the user and location awareness technology applied dimming lighting control system, the lighting performance evaluation for light-shelves, the improvement evaluation of air quality through analysis of ventilation efficiency and the evaluation of airtightness of sliding and LS window systems. The subjects of building energy were worked on the energy saving estimation of existing buildings, the developing model to predict heating energy usage in domestic city area and the performance evaluation of cooling applied with economizer control. The studies were also performed related to the experimental measurement of weight variation and thermal conductivity in polyurethane foam, the development of flame spread prevention system for sandwich panels, the utilization of heat from waste-incineration facility in large-scale horticultural facilities.

소규모 교량 자산관리를 위한 계측 테스트베드 구축 (Test-bed Development for Long-term Monitoring of Small Bridge Asset Management)

  • 박재우;채명진;이규;조문영
    • 한국건설관리학회논문집
    • /
    • 제13권6호
    • /
    • pp.13-23
    • /
    • 2012
  • '시설물안전관리에관한특별법'에 정의되어 있지 않고 1, 2종 교량에 포함되지 않는 기존의 소규모 교량은 유지관리 관련 제도적 근거가 미비하여 중차량 하중에 의한 구조적 손상이나, 재료적 노후도 관리가 적절히 이루어지지 않고 있다. 그러나 이들 교량의 상당수가 인구 밀접지역에 위치하고 있으며 그 수량이 1, 2 종 시설에 비하여 많은 수를 차지하고 있으며 또한 도심지에 위치하고 있어 사고 발생시 사회적, 경제적 손실은 매우 크다. 이 논문에서는 이들 소규모 교량도 국가 자산의 중요한 일부로 인식하여 시기적절한 유지관리 활동이 가능하도록 장기성능예측에 필요한 핵심 파라미터 분석을 위한 테스트베드를 구축하였다. 테스트베드는 소규모 교량 형식의 대부분을 차지하고 있는 콘크리트 교량을 대상으로 하였으며, 장기 성능에 영향을 미치는 요소로 중차량에 의한 과도한 반복하중에 의한 피로 누적을 하중 마일리지 개념을 도입하여 성능 저하를 예측하고, 염해에 의한 재료적 노후도를 평가할 수 있도록 마련하였다. 테스트베드를 통한 최종 결과물을 도출하기 위해서는 필연적으로 장기적인 성능 관측이 요구되므로, 본 연구는 소규모 교량의 자산관리에 필요한 장기성능예측 파라미터를 추출하기 위한 제반 연구의 기반 구축에 의의가 있다.

사용편의성 모델수립을 위한 제품 설계 변수의 선별방법 : 유전자 알고리즘 접근방법 (A Method for Screening Product Design Variables for Building A Usability Model : Genetic Algorithm Approach)

  • 양희철;한성호
    • 대한인간공학회지
    • /
    • 제20권1호
    • /
    • pp.45-62
    • /
    • 2001
  • This study suggests a genetic algorithm-based partial least squares (GA-based PLS) method to select the design variables for building a usability model. The GA-based PLS uses a genetic algorithm to minimize the root-mean-squared error of a partial least square regression model. A multiple linear regression method is applied to build a usability model that contains the variables seleded by the GA-based PLS. The performance of the usability model turned out to be generally better than that of the previous usability models using other variable selection methods such as expert rating, principal component analysis, cluster analysis, and partial least squares. Furthermore, the model performance was drastically improved by supplementing the category type variables selected by the GA-based PLS in the usability model. It is recommended that the GA-based PLS be applied to the variable selection for developing a usability model.

  • PDF