• 제목/요약/키워드: Issue Words Analysis

검색결과 128건 처리시간 0.02초

토픽 모델링을 이용한 트위터 이슈 트래킹 시스템 (Twitter Issue Tracking System by Topic Modeling Techniques)

  • 배정환;한남기;송민
    • 지능정보연구
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    • 제20권2호
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    • pp.109-122
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    • 2014
  • 현재 우리는 소셜 네트워크 서비스(Social Network Service, 이하 SNS) 상에서 수많은 데이터를 만들어 내고 있다. 특히, 모바일 기기와 SNS의 결합은 과거와는 비교할 수 없는 대량의 데이터를 생성하면서 사회적으로도 큰 영향을 미치고 있다. 이렇게 방대한 SNS 데이터 안에서 사람들이 많이 이야기하는 이슈를 찾아낼 수 있다면 이 정보는 사회 전반에 걸쳐 새로운 가치 창출을 위한 중요한 원천으로 활용될 수 있다. 본 연구는 이러한 SNS 빅데이터 분석에 대한 요구에 부응하기 위해, 트위터 데이터를 활용하여 트위터 상에서 어떤 이슈가 있었는지 추출하고 이를 웹 상에서 시각화 하는 트위터이슈 트래킹 시스템 TITS(Twitter Issue Tracking System)를 설계하고 구축 하였다. TITS는 1) 일별 순위에 따른 토픽 키워드 집합 제공 2) 토픽의 한달 간 일별 시계열 그래프 시각화 3) 토픽으로서의 중요도를 점수와 빈도수에 따라 Treemap으로 제공 4) 키워드 검색을 통한 키워드의 한달 간 일별 시계열 그래프 시각화의 기능을 갖는다. 본 연구는 SNS 상에서 실시간으로 발생하는 빅데이터를 Open Source인 Hadoop과 MongoDB를 활용하여 분석하였고, 이는 빅데이터의 실시간 처리가 점점 중요해지고 있는 현재 매우 주요한 방법론을 제시한다. 둘째, 문헌정보학 분야뿐만 아니라 다양한 연구 영역에서 사용하고 있는 토픽 모델링 기법을 실제 트위터 데이터에 적용하여 스토리텔링과 시계열 분석 측면에서 유용성을 확인할 수 있었다. 셋째, 연구 실험을 바탕으로 시각화와 웹 시스템 구축을 통해 실제 사용 가능한 시스템으로 구현하였다. 이를 통해 소셜미디어에서 생성되는 사회적 트렌드를 마이닝하여 데이터 분석을 통한 의미 있는 정보를 제공하는 실제적인 방법을 제시할 수 있었다는 점에서 주요한 의의를 갖는다. 본 연구는 JSON(JavaScript Object Notation) 파일 포맷의 1억 5천만개 가량의 2013년 3월 한국어 트위터 데이터를 실험 대상으로 한다.

특허(特許)와 논문(論文)으로 본 동식물폐유지(動植物廢油脂) 모노머화 재활용(再活用) 기술(技術) 동향(動向) (Trend on the Recycling Technologies for Used Fat and Vegetable Oil as Monomers by the Patent and Paper Analysis)

  • 김영운;윤병태;조봉규;조영주
    • 자원리싸이클링
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    • 제22권1호
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    • pp.72-79
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    • 2013
  • 지구환경 문제 및 건강과 관련하여 친환경 제품 개발에 대한 관심이 날로 증대되고 있으며 사용중 산화 등으로 인하여 발생하는 유해물질이 포함된 동/식물성 유지류 등을 환경친화적 제품으로 재활용하는 것은 매우 중요한 기술이다. 본 연구에서는 동식물폐유지 모노머화 재활용 기술에 대한 특허와 논문을 분석하였다. 분석범위는 1976년 ~ 2012년까지의 미국, 유럽연합, 일본, 한국의 등록/공개된 특허와 SCI 논문으로 제한하였다. 특허와 논문은 키워드를 사용하여 수집하였고, 기술의 정의에 의해 필터링 하였다. 특허와 논문의 동향은 연도, 국가, 기업, 기술에 따라 분석하였다. 이에 전처리 정제, 중합용 모노머화, 중합체 제조 기술 모두 미국이 앞서 있는 것으로 나타났다.

특허(特許)로 본 백금족(白金族) 금속(金屬)의 제련기술(製鍊技術) 동향(動向) (Trend on the Metallurgical Technologies for the Platinum Group Metal by the Patent Analysis)

  • 신선명;박진태;이재천;손정수;윤호성;김민석
    • 자원리싸이클링
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    • 제18권5호
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    • pp.72-81
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    • 2009
  • 다양한 고도 산업계에서 사용되는 백금족의 수요는 그들의 특별한 물리화학적 특성으로 인해 날로 성장하고 있다. 광물자원이 몇몇 나라에만 한정되어 있기 때문에 다양한 이차자원으로부터 백금족 금속을 회수하는 것은 신뢰성 있는 공급의 지속성에 대해 연관된 산업체에서 매우 중요한 이슈로 부각되고 있다. 이 논문에서는 백금족 금속의 화학야금기술에 대한 특허를 분석하였다. 검색의 범위는 1986년부터 2006년까지의 미국, 유럽, 일본 및 한국의 공개특허로 한정하였다. 특허는 주제어 검색, 분류기준에 따른 선별법을 이용하여 분류하였다. 백금족금속 특허의 경향을 연도별, 나라별, 회사별 및 기술별로 분류를 하여 분석하였다.

일본인 관광객의 숙박 후기 평점에 대한 관리자 응답의 조절효과 (Moderate Effects of Managerial Response on Hotel Ratings of Japanese Tourists)

  • 장주혁
    • 산경연구논집
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    • 제10권7호
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    • pp.83-89
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    • 2019
  • Purpose - It is a very important issue for the Korean tourism industry to increase tourism revenue by attracting foreign tourists. Although Japanese tourists have been an important part of the Korean tourism industry for a long time, the level of tourist satisfaction including accommodation has been at the worst compared to other foreign visitors, which strongly requires concrete solutions. Therefore, this study focuses on improving the satisfaction level of Japanese visitors in the use of accommodation, and find out the influence of the managerial response. Research design, data, and methodology - In this study, customer review and managerial response of hotels in Seoul were collected from "Rakuten Travel" which is the most representative online travel agency in Japan. As a result of collecting data from 2016 to 2018, 6,190 customer reviews and 1,241 managerial responses from 120 hotels were used for analysis. In addition, information on the properties of 120 hotels, such as the number of rooms, classification, types of hotel facilities, types of room facilities, accessibility and prices, were collected. To test the hypotheses, moderated multiple regression analysis was conducted with SPSS 22.0. Results - It was found that only 25 sites, 20.8% of the total 120 sites, were implementing managerial response and average response rate was 66.42% among them. As a result of examining the main effects of the hotel attributes on the ratings, accessibility and price are confirmed as effective variables. We also found that the response rate has a significant moderate effect in both the accessibility and price. In other words, there was a significant difference in the influence of accessibility and price on the ratings depending on the response rate. Also, it was confirmed that the response rate is not a pure moderator variable but a quasi moderator variable. Overall, the evidences partially supported the hypothesis. Conclusion - It was possible to provide important suggestions to the hotel managers who were concerned about managing tourist satisfaction with accessibility problems. It was found that the accessibility problem could be overcome by increasing the response rate. It was also confirmed that high ratings can be more effectively achieved for high priced hotels by increasing the response rate.

A New True Ortho-photo Generation Algorithm for High Resolution Satellite Imagery

  • Bang, Ki-In;Kim, Chang-Jae
    • 대한원격탐사학회지
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    • 제26권3호
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    • pp.347-359
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    • 2010
  • Ortho-photos provide valuable spatial and spectral information for various Geographic Information System (GIS) and mapping applications. The absence of relief displacement and the uniform scale in ortho-photos enable interested users to measure distances, compute areas, derive geographic locations, and quantify changes. Differential rectification has traditionally been used for ortho-photo generation. However, differential rectification produces serious problems (in the form of ghost images) when dealing with large scale imagery over urban areas. To avoid these artifacts, true ortho-photo generation techniques have been devised to remove ghost images through visibility analysis and occlusion detection. So far, the Z-buffer method has been one of the most popular methods for true ortho-photo generation. However, it is quite sensitive to the relationship between the cell size of the Digital Surface Model (DSM) and the Ground Sampling Distance (GSD) of the imaging sensor. Another critical issue of true ortho-photo generation using high resolution satellite imagery is the scan line search. In other words, the perspective center corresponding to each ground point should be identified since we are dealing with a line camera. This paper introduces alternative methodology for true ortho-photo generation that circumvents the drawbacks of the Z-buffer technique and the existing scan line search methods. The experiments using real data are carried out while comparing the performance of the proposed and the existing methods through qualitative and quantitative evaluations and computational efficiency. The experimental analysis proved that the proposed method provided the best success ratio of the occlusion detection and had reasonable processing time compared to all other true ortho-photo generation methods tested in this paper.

트윗 데이터를 활용한 IT 트렌드 분석 (An Analysis of IT Trends Using Tweet Data)

  • 이진백;이충권;차경진
    • 지능정보연구
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    • 제21권1호
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    • pp.143-159
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    • 2015
  • 불확실한 환경변화에 대처하고 장기적 전략수립을 위해 기업에게 있어서 IT 트렌드에 대한 예측은 오랫동안 중요한 주제였다. IT 트렌드에 대한 예측을 기반으로 새로운 시대에 대한 인식을 하고 예산을 배정하여 빠르게 변화하는 기술의 추세에 대비할 수 있기 때문이다. 해마다 유수의 컨설팅업체들과 조사기관에서 차년도 IT 트렌드에 대해서 발표되고는 있지만, 이러한 예측이 실제로 차년도 비즈니스 현실세계에서 나타났는지에 대한 연구는 거의 없었다. 본 연구는 현존하는 빅데이터 기술을 활용하여 서울지역을 중심으로 지난 8개월동안(2013년 5월1일부터 2013년12월31까지) 정보통신산업진흥원과 한국정보화진흥원에서 2012년 말에 발표한 IT 트렌드 토픽이 언급된 21,589개의 트윗 데이터를 수집하여 분석하였다. 또한 2013년에 나라장터에 올라온 프로젝트들이 IT트렌드 토픽과 관련이 있는지 상관관계분석을 실시하였다. 연구결과, 빅데이터, 클라우드, HTML5, 스마트홈, 테블릿PC, UI/UX와 같은 IT토픽은 시간이 지날수록 매우 빈번하게 언급되어졌으며, 이 같은 토픽들은 2013년 나라장터 공고 프로젝트 데이터와도 매우 유의한 상관관계를 가지고 있는 것을 확인할 수 있었다. 이는 전년도(2012년)에 예측한 트렌드들이 차년도(2013년)에 실제로 트위터와 한국정부의 공공조달사업에 반영되어 나타나고 있는 것을 의미한다. 본 연구는 최신 빅데이터툴을 사용하여, 유수기관의 IT트렌드 예측이 실제로 트위터와 같은 소셜미디에서 생성되는 트윗데이터에서 얼마나 언급되어 나타나는지 추적했다는 점에서 중요한 의의가 있고, 이를 통해 트위터가 사회적 트랜드의 변화를 효율적으로 추적하기에 유용한 도구임을 확인하고자 할 수 있었다.

정교화 가능성 모형에 의한 IT 피교육자 신용 믿음 변화의 종단분석 (An Longitudinal Analysis of Changing Beliefs on the Use in IT Educatee by Elaboration Likelihood Model)

  • 이웅규
    • Asia pacific journal of information systems
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    • 제18권3호
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    • pp.147-165
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    • 2008
  • IT education can be summarized as persuading the educatee to accept IT. The persuasion is made by delivering the messages for how-to-use and where-to-use to the educatee, which leads formulation of a belief structure for using IT. Therefore, message based persuasion theory, as well as IT acceptance theories such as technology acceptance model(TAM), would play a very important role for explaining IT education. According to elaboration likelihood model(ELM) that has been considered as one of the most influential persuasion theories, people change attitude or perception by two routes, central route and peripheral route. In central route, people would think critically about issue-related arguments in an informational message. In peripheral route, subjects rely on cues regarding the target behavior with less cognitive efforts. Moreover, such persuasion process is not a one-shot program but continuous repetition with feedbacks, which leads to changing a belief structure for using IT. An educatee would get more knowledge and experiences of using IT as following an education program, and be more dependent on a central route than a peripheral route. Such change would reformulate a belief structure which is different from the intial one. The objectives of this study are the following two: First, an identification of the relationship between ELM and belief structures for using IT. Especially, we analyze the effects of message interpretation through both of central and peripheral routes on perceived usefulness which is an important explaining variable in TAM and perceived use control which have perceived ease of use and perceived controllability as sub-dimensions. Second, a longitudinal analysis of the above effects. In other words, change of the relationship between interpretation of message delivered by IT education and beliefs of IT using is analyzed longitudinally. For achievement of our objectives, we suggest a research model, which is constructed as three-layered. While first layer has a dependent variable, use intention, second one has perceived usefulness and perceived use control that has two sub-concepts, perceived ease of use and perceived controllability. Finally, third one is related with two routes in ELM, source credibility and argument quality which are operationalization of peripheral route and central route respectively. By these variables, we suggest five hypotheses. In addition to relationship among variables, we suggest two additional hypotheses, moderation effects of time in the relationships between perceived usefulness and two routes. That is, source credibility's influence on perceived usefulness is decreased as time flows, and argument quality's influence is increased. For validation of it, our research model is tested empirically. With measurements which have been validated in the other studies, we survey students in an Excel class two times for longitudinal analysis. Data Analysis is done by partial least square(PLS), which is known as an appropriate approach for multi-group comparison analysis with a small sized sample as like this study. In result. all hypotheses are statistically supported. One of theoretical contributions in this study is an analysis of IT education based on ELM and TAM which are considered as important theories in psychology and IS theories respectively. A longitudinal analysis by comparison between two surveys based on PLS is also considered as a methodological contribution. In practice, finding the importance of peripheral route in early stage of IT education should be notable.

우리나라 노인주간보호시설의 실내공간 특성과 계획안 (Characteristics of Interior Space and Planning for Elderly Day Care Center in Korea)

  • 이선주;권오정
    • 가정과삶의질연구
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    • 제21권1호
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    • pp.1-12
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    • 2003
  • Day care center for the elderly is an alternative for community care for frail elderly who need social participation and physical cares and services outside the family. The purpose of this study was to identify the present situation of day care center for the elderly and to suggest desirable interior space plans for elderly day care center. Data were collected by two ways; a mail survey and case studies of existing day care centers. Five cases of day care centers were analyzed to find out Physical and space problems, available programs and services. Also, the staffs in 96 day care centers for the elderly in nationwide were selected for a mail survey and 68.8 percentage of all was collected and analyzed. From the result of case studies, narrow space and lack of accessibility features for wheelchair or other prosthetic devices were the major problems. From the result of a mail survey analysis, the elderly users were over 73 years old, and high proportion had suffered from dementia and apoplexy Also, staffing ration was 1:7 In other words, one staff was caring of 7 old people, and supporting staff was insufficient. Therefore, supportive, therapeutic environment Was more important issue to improve quality of care. Separate program room and outdoor space, lounging space, treatment room by gardening, separate counselling room, bedroom, a simple kitchen unit, staff office, separate physical treatment room, resting room for staff was indicated more necessarily. When priority of planning interior space was safety followed by accessability and convenience, it was also reported that sire of each room was generally narrow. The most serious problem in interior space was the lack and narrowness of space, and accessible features for mobility. Based on the literature review and the findings of this study, two types of floor plans for elderly day care center were suggested;‘a mixed type for the elderly with and without dementia’and‘a separate type for the elderly with dementia.’The main goals for designing interior space for two types of elderly day care center were to provide safe environment, encouraging environment for remaining abilities of users, sanitary environment, therapeutic environment, familiar environment, and socially-encouraging environment. The recommendations for further studies were suggested.

A Study on Perception Assessment and Analysis of Safety Signs Used in the Workplace

  • Lee, Sang-Hyun;Park, Soo-Jin;Kang, Young-Sig;Kim, Tae-Gu
    • International Journal of Safety
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    • 제11권2호
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    • pp.29-37
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    • 2012
  • Since most construction workers comprehend information on work through sight, the importance of safety signs are increasing by the day. In Korea, due to the sharp economic progress and the higher standard of the workforce, since the end of 1980, each year the number of foreign workers entering the country who working simple technical jobs have increased this condition. This study researched safety signs, which are the final accident prevention measures at the workplace. Based on the study, comprehension of the standard safety signs of the Occupational Safety and Health Act (OSHA) was lacking at a level of 2.5. Also, the perception level of the Industry Public Safety Law (38%) was very low. And, it was found that sex and experience or non-experience in safety training was not an issue in the level of understanding. However, when satisfying the standards of the Occupational Safety and Health Act and changing the safety signs, the level of understanding went up to 3.49 and the perception level was increased significantly to 70%. Thus, it is concluded that, since the foreign workers are mainly from non-English speaking countries and because the workers of Korea are not familiar with English, in order to provide proper safety information, there must first of all be simplistic and concise pictograms. This will provide needed information and must be coupled with simple English words that can give additional information to the worker and be effective in helping him understand and perceive the safety sign. Also, it has been determined that the existing forms of safety signs and their effectiveness in industry accident prevention must be reassessed.

한의학정보화 현황분석과 이에 따른 미래전략 연구 (A Study of Strategy According to the Analysis of Present State in Korea Medicine Information)

  • 송미영;김철
    • 한국한의학연구원논문집
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    • 제12권2호통권17호
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    • pp.47-62
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    • 2006
  • This research is intended to analyze the necessity of the integrated organization for the performance in order to the extension of scale and the systematic promotion concerning to the Korean medicine informational project, and to research the promotional method of Korean Medicine information through the constitution of organization for preparing the informational basic. There are three main important subjects to be done in this research project. The initial issue is to devise a comprehensive and systematic plan of Korean medicine information according to the Korean Medicine Rearing Raw('03. 8). Furthermore, it is necessary to reinforce the integrated informational ability of Organizations concerning to the Korean Medicine. Finally, with the above works accomplished, the overall standard of Korean Medicine Information should be settled. Initially, we compose an advisory committee of the Korean Medicine Information in the first year. The members of the committee include the informational coordinates of related government agencies, the experts in Korean Medicine Information, and specialists in the domains of computer science and information. In the next phase, we derive the promotional strategy for 'Center for Korean Medicine Information'. In other words, by means of analyzing the current issues and outstanding problems of on-going research projects and environments, the ultimate directions of the whole activities are established. Also, we build the medium and long-range road map of Korean Medicine Information Research by setting strategy for the policy projects related to the area. With the various research activities in this project, we can achieve the following practical strategic benefits. Firstly, we can lay a foundation for the Korean Medicine Information by establishing the fundamental plan for 'Korean Medicine Information Center'. Secondly, information strategic projects about 'Korean Medicine Information Center'. Secondly information strategic projects about 'Korean Medicine Information Development' can be performed in more systematic fashion and promoted by stages. Finally, by confirming the contents of the Korean Medicine of KMS system, we invent an opportunity of new project in the field of the Korean Medicine Information by means of practicing and managing the 'korean Medicine Information Custom Service'.

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