• Title/Summary/Keyword: Active Mining

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A Study on the Efficient Countermeasures of Military in Accordance with Changing Security Environments (4차 산업혁명에 따른 군사보안 발전방안 연구)

  • Kim, Doo Hwan;Park, Ho Jeong
    • Convergence Security Journal
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    • v.20 no.4
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    • pp.47-59
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    • 2020
  • The Army, which is dreaming of a military leap forward through the fourth industrial revolution, needs to also consider the side effects and adverse functions of the fourth industrial revolution. In particular, this study conducted an analysis of whether it was consistent with the global technological trend of normal 'military security'. This paper focuses on the countermeasures that could result from 4th industrial revolution by utilizing the text-mining technique and social network technique of big data. 1. Active promotion of a convergence program with private, public, militaryand industrial, academic, and solidarity, 2. Information Sharing for International Cooperation and Cooperation in Cyber security, 3. Military Innovation and Military Unsymmetric Cyber security innovation, 4.The Establishment of Military Security Convergence Interface Management System in accordance with the Fourth Industrial Revolution, 5. Cooperation in the transition from technology engineering to social technology, 6. Establishing a military security governance system in the military, 7. Specifying confidential military digital data We look forward to providing useful information so that the results of this study can help develop the military and enhance military confidentiality.

Experimental and numerical study on the earth pressure coefficient in a vertical backfilled opening

  • Jian Zheng;Li Li
    • Geomechanics and Engineering
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    • v.36 no.3
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    • pp.217-229
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    • 2024
  • Determining lateral earth pressure coefficient (EPC) K is a classic problem in geotechnical engineering. It is a key parameter for estimating the stresses in backfilled openings. For backfilled openings with rigid and immobile walls, some suggested using the Jaky's at-rest earth pressure coefficient K0 while other suggested taking the Rankine's active earth pressure coefficient Ka. A single value was proposed for the entire backfilled opening. To better understand the distributions of stresses and K in a backfilled opening, a series of laboratory tests have been conducted. The horizontal and vertical normal stresses at the center and near the wall of the opening were measured. The values of K at the center and near the wall were then calculated with the measured horizontal and vertical normal stresses. The results show that the values of K are close to Ka at the center and close to K0 near the wall. Furthermore, the experimental results show that the horizontal stress is almost the same at the center and near the wall, indicating a uniform distribution from the center to the wall. It can be estimated by analytical solutions using either Ka or K0. The vertical stress is higher near the center than near the wall. Its analytical estimation can only be done by using Ka at the center and K0 near the wall. Finally, the test results were used to calibrate a numerical model of FLAC2D, which was then used to analyze the influence of column size on the stresses and K in the backfilled opening.

Patent Technology Trends of Oral Health: Application of Text Mining

  • Hee-Kyeong Bak;Yong-Hwan Kim;Han-Na Kim
    • Journal of dental hygiene science
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    • v.24 no.1
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    • pp.9-21
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    • 2024
  • Background: The purpose of this study was to utilize text network analysis and topic modeling to identify interconnected relationships among keywords present in patent information related to oral health, and subsequently extract latent topics and visualize them. By examining key keywords and specific subjects, this study sought to comprehend the technological trends in oral health-related innovations. Furthermore, it aims to serve as foundational material, suggesting directions for technological advancement in dentistry and dental hygiene. Methods: The data utilized in this study consisted of information registered over a 20-year period until July 31st, 2023, obtained from the patent information retrieval service, KIPRIS. A total of 6,865 patent titles related to keywords, such as "dentistry," "teeth," and "oral health," were collected through the searches. The research tools included a custom-designed program coded specifically for the research objectives based on Python 3.10. This program was used for keyword frequency analysis, semantic network analysis, and implementation of Latent Dirichlet Allocation for topic modeling. Results: Upon analyzing the centrality of connections among the top 50 frequently occurring words, "method," "tooth," and "manufacturing" displayed the highest centrality, while "active ingredient" had the lowest. Regarding topic modeling outcomes, the "implant" topic constituted the largest share at 22.0%, while topics concerning "devices and materials for oral health" and "toothbrushes and oral care" exhibited the lowest proportions at 5.5% each. Conclusion: Technologies concerning methods and implants are continually being researched in patents related to oral health, while there is comparatively less technological development in devices and materials for oral health. This study is expected to be a valuable resource for uncovering potential themes from a large volume of patent titles and suggesting research directions.

Trend Analysis of North Korean Forest Science Research (1962-2016) by Data Mining (데이터 마이닝을 활용한 북한 산림과학 연구 동향 분석(1962~2016))

  • Lim, Joongbin;Kim, Kyoung-Min;Kim, Myung-Kil;Yi, Jong Min;Park, Jin Woo
    • Journal of Korean Society of Forest Science
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    • v.109 no.1
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    • pp.81-98
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    • 2020
  • In this study, forest-related research papers published in North Korean journals were analyzed to understand the research trends in North Korean forest science. The Korea Science and Technology Information Institute (KISTI) North Korea Science and Technology Network (NKtech) is constructing a database related to science and technology in North Korea. From this, a total of 1,389 articles published from 1962 to 2016 were collected with forest science key words based on the South Korean National Science and Technology Standard Classification System. The topics were divided into four categories: afforestation, forest protection, forest use, and forest management. In the field of afforestation, research activities on nursery and agroforestry were active, and the survival rate was emphasized. In the forest protection field, there was a significant research effort into forest pests, and efforts were being made to reduce soil erosion through agroforestry. In the field of forest use, research activities on pulp/paper and mushrooms were active. In the forest management field, activities related to "ecological information" were conspicuous, and efforts were being made to reduce carbon. These results suggest that the perspective of North Korean forest research has changed from nature reorganization to nature protection. Thus, a comparative study on forest science and technology in each sub-sector of the forest research field, along with analysis of the relationship between policy direction and research direction of North Korea over time, would be worthwhile future investigations. To overcome the problem of technical terminology, a compilation/dictionary of inter-Korean forestry terminology would be useful for effective communication between the two Koreas.

Podiatric Clinical Diagnosis using Decision Tree Data Mining (결정트리 데이터마이닝을 이용한 족부 임상 진단)

  • Kim, Jin-Ho;Park, In-Sik;Kim, Bong-Ok;Yang, Yoon-Seok;Won, Yong-Gwan;Kim, Jung-Ja
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.48 no.2
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    • pp.28-37
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    • 2011
  • With growing concerns about healthy life recently, although the podiatry which deals with the whole area for diagnosis, treatment of foot and leg, and prevention has been widely interested, research in our country is not active. Also, because most of the previous researches in data analysis performed the quantitative approaches, the reasonable level of reliability for clinical application could not be guaranteed. Clinical data mining utilizes various data mining analysis methods for clinical data, which provides decision support for expert's diagnosis and treatment for the patients. Because the decision tree can provide good explanation and description for the analysis procedure and is easy to interpret the results, it is simple to apply for clinical problems. This study investigate rules of item of diagnosis in disease types for adapting decision tree after collecting diagnosed data patients who are 2620 feet of 1310(males:633, females:677) in shoes clinic (department of rehabilitation medicine, Chungnam National University Hospital). and we classified 15 foot diseases followed factor of 22 foot diseases, which investigated diagnosis of 64 rules. Also, we analyzed and compared correlation relationship of characteristic of disease and factor in types through made decision tree from 5 class types(infants, child, adolescent, adult, total). Investigated results can be used qualitative and useful knowledge for clinical expert`s, also can be used tool for taking effective and accurate diagnosis.

Patent Analysis of Oil Sands Technologies (오일샌드 기술(技術)의 특허정보(特許) 분석(分析))

  • Lee, Ki-Bong;Jeon, Sang-Goo;Nho, Nam-Sun;Kim, Kwang-Ho;Shin, Dae-Hyun;Lee, Heoung-Yeoun
    • Resources Recycling
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    • v.18 no.1
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    • pp.3-12
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    • 2009
  • Oil sands are sands containing bitumen similar to crude petroleum. Oil sands had not received enough interest because of the high production cost. However, in the current record-high oil price situation, oil sands are considered as new sources for unconventional oil. In this study, patents analysis was performed for the technologies of production of synthetic crude oil from oil sands. The patents covered were open patents applied in Korea, US, Canada, Japan, Europe, and China. The patents were divided into five detailed technologies; mining and in-situ, extraction, upgrading, fuelling, and other technologies. For oil sands technologies, there have been steady patent applications, since the first patent was applied in 1969. The number of patents applied appeared to be affected by the variation of world oil price. The portion of patents applied in US and Canada was about 90% of the overall patents and it means 05 and Canada have led oil sands technologies. Mining and in-situ technologies, and extraction have been developed actively and occupied more than 77% of the overall patents. However, the number of patents applied for mining and in-situ technologies, and extraction has been constant or started to decrease since 2000. The number of patents applied for upgrading technologies increases recently and it shows the development of upgrading technologies is active now.

Analysis System of School Life Records Based on Data Mining for College Entrance (데이터 마이닝 기반 대학입시를 위한 학교생활기록부 분석시스템)

  • Yang, Jinwoo;Kim, Donghyun;Lim, Jongtae;Yoo, Jaesoo
    • The Journal of the Korea Contents Association
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    • v.21 no.2
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    • pp.49-58
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    • 2021
  • The Korean curriculum and admission system have evolved through numerous changes. Currently, the nation's college entrance rate stands at nearly 70 percent, and it is the highest among OECD members. Amid this environment, the importance of school life records is increasing among students who are interested in going to college and who have the highest percentage in the nation's education system. Happiness is not the order of grades, but I can find my future and happiness at the same time through active school life. Through the analysis system of school life records, you can find interests and career paths suitable for yourself, and analyze and supplement factors suitable for the university and department you want to go to, so that you can take a step further in successful advancement. Each item in the school records is divided into three categories to analyze the necessary and unnecessary words. By visualizing and numericalizing the analyzed data, an analysis system is established that can be supplemented in school life. An analysis system through data mining can be utilized by concisely summarizing sentences of different elements and extracting words by applying the multi-topic minutes summary system using word frequency and similarity analysis as an existing prior study.

A Study on the Current Situation and Trend Analysis of The Elderly Healthcare Applications Using Big Data Analysis (텍스트마이닝을 활용한 노인 헬스케어 앱 사용 추이 및 동향 분석)

  • Byun, Hyun;Jeon, Sang-Wan;YI, Eun-Surk
    • Journal of the Korea Convergence Society
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    • v.13 no.5
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    • pp.313-325
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    • 2022
  • The purpose of this study is to examine the changes in the elderly healthcare app market through text mining analysis and to present basic data for activating elderly healthcare apps. Data collection was conducted on Naver, Daum, blog web, and cafe. As for the research method, text mining, TF-IDF(Term frequency-inverse document frequency), emotional analysis, and semantic network analysis were conducted using Textom and Ucinet6, which are big data analysis programs. As a result of this study, a total of six categories were finally derived: resolving the healthcare app information gap, convergence healthcare technology, diffusion media, elderly healthcare app industry, social background, and content. In conclusion, in order for elderly healthcare apps to be accepted and utilized by the elderly, they must have a good diffusion infrastructure, and the effectiveness of healthcare apps must be maximized through the active introduction of convergence technology and content development that can be easily used by the elderly.

Politics, Business and Technology: Social Network Analysis of Theater Environment (정치, 기업, 테크놀로지: 연극환경에 대한 소셜네트워크 분석)

  • Choi, Jiae;Kwon, Ohbyung
    • The Journal of the Korea Contents Association
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    • v.20 no.6
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    • pp.267-278
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    • 2020
  • Although the theater performance industry is a typical cultural content industry, the support at the national level has been poor and the theater workers tend to focus on individual efforts rather than active interaction with the theater environment. Therefore, there is a growing need for effective revitalization of the theater industry, which should be found in improving the quality of interaction between the theater and the theater environment. Therefore, the purpose of this study is to analyze the effects of theater actors (theaters, theater organizations) on the activation of plays by the interaction of politics, business, and technology, the main environment of the plays. For this, social network analysis was performed. As a result of the study, it was found that mediation centrality significantly influenced the visibility of theater actors. This means that the more the theater actors are at the center of information and resource flows to the elements of the theater environment, the more visibility becomes. This shows that the theater must actively acquire technology, create an avant-garde, and endeavor to expand its influence and outreach through active interaction with politics and corporations.

Classification and Characteristics of Chitin/Chitosan Hydrolases (키틴/키토산 가수분해효소의 분류 및 특성)

  • Lee, Han-Seung
    • Journal of Life Science
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    • v.18 no.11
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    • pp.1617-1624
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    • 2008
  • Chitin and chitosan, which is deacetylated form of chitin, are one of the most abundant biomass on the earth. They showed various biological activities including antimicrobial activity, heavy metal chelating, immune system activation, and have very diverse applications in food, pharmaceutical, medicinal, and environmental industry. There have been reported many chitin/chitosan-hydrolyzing enzymes, their structures and genes from three domains, archaea, bacteria, and eukarya. Carbohydrate hydrolyzing enzymes are classified in CAZy (Carbohydrate Active Enzymes) database according to their amino acid sequence similarity. Interestingly, chitinases and chitosanases are classified in various glycosyl hydrolase(GH) families, GH2, GH5, GH7, GH8, GH18, GH19, GH20, GH46, GH48, GH73, GH75, GH80, GH84, and GH85. Here, we review characteristics and structures of chitin/chitosan hydrolyzing enzymes according to glycosyl hydrolase families in order to provide information about gene mining.