• Title/Summary/Keyword: Text Visualization

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Identify the Failure Mode of Weapon System (or equipment) using Machine Learning (Machine Learning을 이용한 무기 체계(or 구성품) 고장 유형 식별)

  • Park, Yun-Kyung;Lee, Hye-Won;Kim, Sang-Moon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.8
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    • pp.64-70
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    • 2018
  • The development of weapon systems (or components) is hindered by the number of tests due to the limited development period and cost, which reduces the scale of accumulated data related to failures. Nevertheless, because a large amount of failure data and maintenance details during the operational period are managed by computerized data, the cause of failure of weapon systems (or components) can be analyzed using the data. On the other hand, analyzing the failure and maintenance details of various weapon systems is difficult because of the variation among groups and companies, and details of the cause of failure are described as unstructured text data. Fortunately, the recent developments of big data processing technology, machine learning algorithm, and improved HW computation ability have supported major research into various methods for processing the above unstructured data. In this paper, unstructured data related to the failure / maintenance of defense weapon systems (or components) is presented by applying doc2vec, a machine learning technique, to analyze the failure cases.

Comparison of Topic Modeling Methods for Analyzing Research Trends of Archives Management in Korea: focused on LDA and HDP (국내 기록관리학 연구동향 분석을 위한 토픽모델링 기법 비교 - LDA와 HDP를 중심으로 -)

  • Park, JunHyeong;Oh, Hyo-Jung
    • Journal of Korean Library and Information Science Society
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    • v.48 no.4
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    • pp.235-258
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    • 2017
  • The purpose of this study is to analyze research trends of archives management in Korea by comparing LDA (Latent Semantic Allocation) topic modeling, which is the most famous method in text mining, and HDP (Hierarchical Dirichlet Process) topic modeling, which is developed LDA topic modeling. Firstly we collected 1,027 articles related to archives management from 1997 to 2016 in two journals related with archives management and four journals related with library and information science in Korea and performed several preprocessing steps. And then we conducted LDA and HDP topic modelings. For a more in-depth comparison analysis, we utilized LDAvis as a topic modeling visualization tool. At the results, LDA topic modeling was influenced by frequently keywords in all topics, whereas, HDP topic modeling showed specific keywords to easily identify the characteristics of each topic.

Implementing Biological Network Analysis System through Oriental Medical Literature Analysis (한의학 분야 문헌 분석을 통한 생물학적 네트워크 분석시스템 개발)

  • Yu, Seok Jong;Cho, Yongseong;Lee, Junehawk;Seo, Dongmin;Yea, Sang-Jun;Kim, Chul
    • The Journal of the Korea Contents Association
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    • v.15 no.10
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    • pp.616-625
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    • 2015
  • Currently, oriental medicine research is focused with modern research technology and validate it's various biochemical effect by combining with molecular biology technology. But there are few searching system for finding biochemical mechanism which is related to major compounds in oriental medicine. In this research, we aimed developing korean herb database based on text-mining system by analyzing PubMed data. We have developed prototype system for searching chemical, gene and biological relation in oriental medicine. It is characterized by modern oriental medicine research trend with major chemical, gene and protein information. Analysis results can be searched on the prototype system with visualization of the biological interactions.

Network Modeling of Paddy Irrigation System using ArcHydro GIS - ANGO Agricultural Water District - (ArcHydro를 이용한 GIS기반의 관개시스템 네트워크 모델링 - 안고농촌용수구역을 대상으로 -)

  • Park, Geun-Ae;Park, Min-Ji;Jang, Jung-Seok;Kim, Seong-Joon
    • Journal of the Korean Association of Geographic Information Studies
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    • v.10 no.1
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    • pp.73-83
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    • 2007
  • Network modeling of irrigation system that links irrigation facilities with stream is necessary to establish complicated rural water management system and to manage agricultural water effectively. This study attempted a network modeling for an agricultural water district called "ANGO" located in Anseongcheon watershed by connecting ArcHydro Model developed to control geographical information data in the field of water resources and AWDS(Agricultural Water Demand & Supply Estimation System) developed by KRC (Korea Rural Community & Agriculture Corporation). Network modeling was embodied by build topology between spatial objects of total 70 agricultural irrigation facilities (24 reservoirs, 18 pumping stations, 28 weirs) and stream network using ArcHydro Model. In addition, new menus were added in ArcGIS system for query and visualization of text-based AWDS outputs such as irrigation facilities information, water demand and supply analysis.

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Sensual Aisthesis of the Communication Visualization through Twitter (트위터를 이용한 상호소통 시각화의 감각적 경험)

  • Yoo, Miohk;Park, Kyoungju
    • Journal of the Korea Computer Graphics Society
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    • v.18 no.3
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    • pp.29-35
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    • 2012
  • As the distribution rate of the Smart mobile increased, the software technology and ideas for the ubiquitous systems advanced day after day to establish an environment where the public can easily access and experience such technologies. The communication between an individual and the many became more convenient through the social network services (SNS) and the individuals started to attempt to communicate in various methods. The communication methods and techniques became more diverse and the media art pieces focusing on the communications among many also became more interesting. This study attempted to create a prototype of the visual communication media art through the indirect participation of one of the widespread SNS, Twitter, for the communication and also to suggest the direct and indirect communication routes among the humans. In addition, the use of the typography in the pieces also attempted to examine a new type of work that combines the SNS and media art while delivering the text messages.

Analysis of Vocational Training Needs Using Big Data Technique (빅데이터 기법을 활용한 직업훈련 요구분석)

  • Sung, Bo-Kyoung;You, Yen-Yoo
    • Journal of the Korea Convergence Society
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    • v.9 no.5
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    • pp.21-26
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    • 2018
  • In this study, HRD-NET (http://hrd.go.kr), a vocational and training integrated computer network operated by the Ministry of Employment and Labor, is used to confirm whether job training information required by job seekers is being provided smoothly The question bulletin board was extracted using 'R' program which is optimized for big data technique. Therefore, the effectiveness, appropriateness, visualization, frequency analysis and association analysis of the vocational training system were conducted through this, The results of the study are as follows. First, the issue of vocational training card, video viewing, certificate issue, registration error, Second, management and processing procedures of learning cards for tomorrow 's learning cards are complicated and difficult. In addition, it was analyzed that the training cost system and the refund structure differentiated according to the training occupation, the process, and the training institution in the course of the training. Based on this paper, we will study not only the training system of the Ministry of Employment and Labor but also the improvement of the various training computer system of the government department through the analysis of big data.

Remediation of 3D Movie on < Priest > (<프리스트>를 통해 본 3D 영화의 재매개)

  • Chung, Il-Hyoung
    • The Journal of the Korea Contents Association
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    • v.12 no.1
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    • pp.225-233
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    • 2012
  • This study is focused on the relationship of old and new media with the concept of cultural interface. This study try to find out their similarities and differences of media contents and interface through contents analysis of text. As a results, there are competible coexistance of transparent immediacy and hypermediacy as a double logic of remediation. And the features of remediation that borrowing, aggressive, and absorb are showed cross each other. A related studies are focused on the narrative structure of story and on analysis of character, events, and background. And the other studies are focused on the policy of new media distribution. But, recent new media emphasizes the visualization of 3D technology and that strategy. Also they tries to convert a various media contents. Therefore, it is important to check and prepare those environmental changes of media. Then, more researches will be applied to remediation and cultural interface of this study. And I hope that they will be find an alternative strategy of contents and interface on media.

An Analysis of the Network of Interactions among Medicinal Herbs and Their Uses (본초 상호작용 관계망 분석 및 활용 방향)

  • Lee, Jeong-Hyeon;Kwon, Oh-Min
    • Journal of Society of Preventive Korean Medicine
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    • v.17 no.1
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    • pp.1-11
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    • 2013
  • Objectives : The aim of this research is to produce information by gathering up the data on the interaction between medicinal herbs which lie scattered in oriental medical books, and to provide people with easy access to the information by visualizing it. Methods : For this purpose, this study established the fundamental data by organizing the patterns of interaction into some kinds after selecting a part of Bonchogangmok(本草綱目) and extracting its text. In addition, in an effort to visualize the data, the study converted the data into 'net' file and visualized the interaction between medicinal herbs on Pajek. The visualization was done targeting a total of three patterns, such as 1 medicinal herb, 2 medicinal herbs, and 1 prescription. With the data on 'Chinese Lacquer(乾漆)' for 1 medicinal herb, data on 'Licorice(甘草)' and 'Chinese Lacquer(乾漆)' for 2 medicinal herbs, and data on 'Iijin-tang(二陳湯)' for prescription, the research conducted the analysis of the network using 'Kamada-Kawaii Algorithm' on Pajek. Results : As a result of the analysis, it was possible to see the meanings at a single glance as the scattered and fractional meanings were integrated with focus on medicinal herbs, but the increasing number of analyzed medicinal herbs tended to more and more complicate their relationships, thus, requiring additional work like filtering. Conclusions : Such results are fairly applicable in on-line database, and it is judged that if further research expands its scope to include systematic classification of medicinal herbs or cover other medical books than Bonchogangmok, it will create more objective, abundant information.

Research on the Application of GIS-based Measures in the Advancement of the Construction Project Information System (건설사업정보시스템의 고도화를 위한 공간정보(GIS) 적용방안에 관한 연구)

  • Ok, Hyun;Kim, Seong-Jin
    • Smart Media Journal
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    • v.4 no.4
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    • pp.70-79
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    • 2015
  • The Construction Project Information System(CPIS), an information system constructed as part of the Construction Continuous Acquisition & Life-cycle Support(CALS) of the Ministry of Land, Infrastructure, and Transport(MOLIT), is designed to digitize construction projects across all stages, and enable sharing of information so as to enhance the productivity and efficiency of construction projects and secure their transparent administration. One of MOLIT's internal work systems, CPIS focuses on work-handling and data management. However, now over 10 years old after its construction, it focuses on text and document-based construction project information, but it cannot be interfaced with the visualization-based GIS, which limits the sharing and dissemination of information and the determination of the overall construction project status. To resolve the existing CPIS limitations and problems and to upgrade the system, this study examined domestic and overseas GIS technology trends and relevant information systems, and analyzed the CPIS status and problems. It thus proposed total GIS application measures to upgrade CPIS. Also, it identified detailed CPIS utilization measures and GIS application measures by unit system, and analyzed considerations for GIS application.

Development of Experimental Guide Materials for Algorithmic Expression - Focusing on Magnetic Properties Experiment - (알고리즘 표현의 실험 안내 자료 개발 - 자석의 성질 실험을 중심으로 -)

  • Kang, Eunju;Kim, Jina
    • Journal of Korean Elementary Science Education
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    • v.40 no.3
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    • pp.326-342
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    • 2021
  • In this study, experimental guide materials for teachers were developed so that algorithm expression, the core of computational thinking, can be applied to experimental activities. The experimental manuals presented in text was converted into an algorithmic form with a linear, branched, and repetitive structure according to the information visualization process using flowchart symbols. As an example, an experiment guide materials was developed by applying an algorithm expression to an experiment to find out the properties of a magnet. The developed experiment guide materials is different from the existing experiment guide materials expressed only sequentially in that it has an algorithmic structure of branching and repetition in which the suitability and judgment of information are expressed, and that the experiment process is visualized and expressed. It is expected that the experimental guide materials developed in this study will help teachers to understand algorithmic thinking and to implement experiments using it.