• Title/Summary/Keyword: reclassification

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Reclassification of the vulnerability group of wartime equipment (군집분석을 이용한 전시장비의 취약성 그룹 재분류)

  • Lee, Hanwoo;Kim, Suhwan;Joo, Kyungsik
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.3
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    • pp.581-592
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    • 2015
  • In the GORRAM, the estimation of resource requirements for wartime equipment is based on the ELCON of the USA. The number of vulnerability groups of ELCON are 22, but unfortunately it is hard to determine how the 22 groups are classified. Thus, in this research we collected 505 types of basic items used in wartime and classified those items into new vulnerability groups using AHP and cluster analysis methods. We selected 11 variables through AHP to classify those items with cluster analysis. Next, we decided the number of vulnerability groups through hierarchical clustering and then we classified 505 types of basic items into the new vulnerability groups through K-means clustering.This paper presents new vulnerability groups of 505 types of basic items fitted to Korean weapon systems. Furthermore, our approach can be applied to a new weapon system which needs to be classified into a vulnerability group. We believe that our approach will provide practitioners in the military with a reliable and rational method for classifying wartime equipment and thus consequentially predict the exact estimation of resource requirements in wartime.

Source Separation and Citizen's Recycling Activity of Solid Waste (생활쓰레기 분리수거와 재활용 활동에 관한 조사연구)

  • Chung, Jae-Chun;Lee, Mu-Choon
    • Journal of the Korea Organic Resources Recycling Association
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    • v.1 no.2
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    • pp.299-315
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    • 1993
  • This study was performed to investigate the recycling activity of solid waste. Three study area were selected, which were Dobonggu in Seoul, Siheung City and Kimpogun. The amount of recycled out of the solid waste generated was between 0.02 kg per capita/day -0.10 kg per capita/day. The recovery rate of the waste paper was 42.7%, which was the highest, followed by glass bottles, cans and plastics. The waste paper was the most important item concerning its weight percentage and amount of sales. It comprised more than 60% in its weight and sales amount out of the total recycled item. Glass bottles placed the second. Amount of sale for the recycled item was less than 5 Won per capita/day, this is very low. The Recycling Drive Association, a private organization was mainly organized by public administrational basis and its activity was simply concentrated on the reclassification of the collected recyclables. Generally, citizen's participation and the member's satisifaction was low since there was no economic incentives. In this paper, some strategies were suggested and evaluated to increase citizen's recycling activity.

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The Safety Improvement of National Highways through Small Towns with Positive Guidance (Positive Guidance를 활용한 국도 마을통과구간 안전성 향상 방법론)

  • Sim, Gwan-Bo;Lee, Su-Beom;Jang, Seok-Min
    • Journal of Korean Society of Transportation
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    • v.25 no.2 s.95
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    • pp.51-61
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    • 2007
  • Increasing traffic volumes and excessively high speeds on national highways through small towns often increases the frequency of accidents. Extensive paved areas, narrow sidewalks, median barriers and little greenery have resulted in a dangerous and destructive living environment for residents. The reason for this problem is that throughways were expanded without considering the harmony between the throughways and the small towns. Construction of bypasses and reclassification of highway functions would solve the problem by reducing vehicle speeds in small towns, but this method is too costly and time consuming. Therefore, this study analyzes national highways through small towns as a case studies using positive guidance in order to improve safety and develop alternatives. As a result of the case study, the biggest problem was observed to be the excessively high vehicle speeds, This study also identified places were information should be given or posted but is currently absent. Therefore, this study concludes that notional highways through small towns need installation of speed reduction facilities and additional information provision to drivers.

Parameter Estimation & Validation of Volume-delay Function based on Traffic Survey Data (교통조사를 통한 도로통행비용함수 구축 및 검증)

  • Kim, Ju-Yeong;Chu, Sang-Ho;Gang, Min-Gu;Heo, Heon
    • Journal of Korean Society of Transportation
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    • v.28 no.1
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    • pp.115-124
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    • 2010
  • VDF(volume-delay function) is one of the most important factor to improve the reliability of traffic demand estimation because it is for estimation of link travel time based on the traffic volume variation. Because VDF of link except for freeway is applied as the parameter of BPR(bureau of public road) of U.S., it causes to deteriorate the accuracy of traffic demand estimation. The purpose of this paper is to establish new parameter of VDF based on the real-surveyed traffic data in order to improve the problem of the existing VDF. We suggest the reclassification of road hierarchy, the approach of traffic survey, the estimating method of VDF parameter, and the improvements of new VDF application. The new VDF allows us to estimate more realistic traffic situation in parts of demand, travel time and path between origin-destination.

Survey and Classification of Pharmaceutical Excipients (국내 의약품 첨가제 정보체계 연구)

  • Park, In-Sook;Park, Sang-Aeh;Kim, Eun-Jung;Park, Hyo-Min;Hong, Chong-Hui;Jnng, Joo-Yeon;Kim, Ho-Jung;Lee, Ji-Hyun;Han, Eui-Sik;Kang, Shin-Jung;Lee, Sun-Hee
    • Journal of Pharmaceutical Investigation
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    • v.36 no.4
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    • pp.239-243
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    • 2006
  • Due to the development of new dosage forms and the improvement or pharmaceutics, the pharmaceutical excipients have become more specified and diverse, and the reclassification on them became necessary. Also with the increasing interests on the kinds and usage amount, related provisions, and evaluation of the pharmaceutical excipients, the systemic and effective control of them was in its demand. Therefore, in this research, we provided the following information on excipients: the type, amount and specification. In order to provide the information, we investigated, analysed and summarized the excipients that are approved by KFDA and published $\ulcorner$Handbook of Pharmaceutical Excipients$\lrcorner$). This handbook is expected to be used as a reference in the development of the pharmaceutics and evaluation in them. As the importance of excipients in pharmaceutics are increasing, IPEC which consist of IPEC-America, IPEC-Europe and JPEC, PDG and ICH have tried to make an international harmonization on excipient. This current status was not an exception to Korea, therefore, the result of this research is expected to make a progress in the evaluation on the excipients to an advanced level.

The Improvement of the Specific Target for Fire Fighting of Fire Safety Grade System (특정소방대상물의 방화관리 등급체계 개선방안)

  • Kwak, Chang-Sik;Woo, Seong-Cheon;Chae, Jin
    • Fire Science and Engineering
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    • v.24 no.2
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    • pp.162-171
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    • 2010
  • According to the development of industry, many aspects of society have been changed and a living environment has been more convenient than before. However, factors of fire risk are increased because of society which is becoming complex. Moreover, a building built in recently is becoming high-rise and intelligent. Then losses of life and property increase continually. Thus, an institutional strategy which can solve this problem is needed. The purpose of this research is to state a problem of specific a building managing strategy and suggests a reformation of the fire safety grade system of a specific building. The suggested ideas are an adoption of fire risk evaluation of a building, tentatively named "Fire Safety Corporation" establishment, reclassification of the fire safety grade system of a specific building, and newly making fire safety managers of ultra-high buildings and underground structures.

Analysis of Best-selling Over-the-counter (OTC) Drug Trends in Korea by Decades Since 1950s and Evaluation of Their Overall Significance (근·현대사 이후 한국인의 최다 선호 일반의약품의 추이에 대한 연대별 분석 및 종합적 의의에 대한 평가)

  • Lee, Yun Jeong;Kang, Tae Jin;Lim, Sung Cil
    • YAKHAK HOEJI
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    • v.60 no.3
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    • pp.146-153
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    • 2016
  • Over-the-counter (OTC) drugs refer to medicines that are generally safe when used according to the product label. We aimed to assess and reflect upon changes in perception of health and health-related demands by decades in Korea according to the consumption and sales trends of OTC drugs. This study was conducted by literature search on the production and sale rankings of OTC drug market in Korea. Changes in the OTC drug market were analyzed and organized by decades to evaluate changes in drug demands and the influence of national and societal factors. There was a specific trend in the most popular drugs by decades. In the 1950s, drugs of top necessity were antibiotics and helminthics. In the 1960s, the pharmaceutical industry quickly grew and invigorators, such as Bacchus$^{(R)}$, Alps$^{(R)}$, Aronamin$^{(R)}$, were top manufactured drugs. Popularity of these invigorating drinks and vitamin products continued until the 1990s. In 1990s, sales of topical nonsteroidal anti-inflammatory drugs (Ketotop Plaster$^{(R)}$, Trast Patch$^{(R)}$), and in 2000s, gum disease medicine (Insadol$^{(R)}$) and liver and intestine supplement (Ursa$^{(R)}$) were prominent. However, after the separation of prescribing and dispensing in 2000, the sales of OTC drugs decreased dramatically from 58.7% of the total market share in 1990s to 39.6% in 2000 and this trend has continued. In 2012, thirteen OTC drugs were allowed to be sold in convenience stores, and as the sales of health functional foods have been expanding beyond pharmacies, sales of invigorators and nutritional supplements in pharmacies have continued to decrease. As government's drug expenditure will continue to grow, reclassification of OTC drugs based on established safety information and deliberate team efforts on continued development of OTC drugs to meet the health demands of Koreans are required by the healthcare professionals, pharmaceutical industries, and the government.

LSTM-based Deep Learning for Time Series Forecasting: The Case of Corporate Credit Score Prediction (시계열 예측을 위한 LSTM 기반 딥러닝: 기업 신용평점 예측 사례)

  • Lee, Hyun-Sang;Oh, Sehwan
    • The Journal of Information Systems
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    • v.29 no.1
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    • pp.241-265
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    • 2020
  • Purpose Various machine learning techniques are used to implement for predicting corporate credit. However, previous research doesn't utilize time series input features and has a limited prediction timing. Furthermore, in the case of corporate bond credit rating forecast, corporate sample is limited because only large companies are selected for corporate bond credit rating. To address limitations of prior research, this study attempts to implement a predictive model with more sample companies, which can adjust the forecasting point at the present time by using the credit score information and corporate information in time series. Design/methodology/approach To implement this forecasting model, this study uses the sample of 2,191 companies with KIS credit scores for 18 years from 2000 to 2017. For improving the performance of the predictive model, various financial and non-financial features are applied as input variables in a time series through a sliding window technique. In addition, this research also tests various machine learning techniques that were traditionally used to increase the validity of analysis results, and the deep learning technique that is being actively researched of late. Findings RNN-based stateful LSTM model shows good performance in credit rating prediction. By extending the forecasting time point, we find how the performance of the predictive model changes over time and evaluate the feature groups in the short and long terms. In comparison with other studies, the results of 5 classification prediction through label reclassification show good performance relatively. In addition, about 90% accuracy is found in the bad credit forecasts.

A Critical Study on Welfare Decentralization of Roh Government (참여정부 복지분권화에 대한 비판적 고찰)

  • Ku, In-Hoe;Yang, Nan-Joo;Lee, Won-Jin
    • Korean Journal of Social Welfare
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    • v.61 no.2
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    • pp.61-84
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    • 2009
  • There has been a continuous debate on decentralization of welfare. The proponents of decentralization argue that it will enhance the autonomy of local governments and the efficiency in the provision of service. However, the opponents argue that it will lead to the welfare reduction and the increased inequality among localities. This study attempts to deal with the question, focusing on the evaluation of decentralization reform of Roh Government. The main results are as follows: After the decentralization, local governments has undergone hardships in financing the welfare service, while there is no clear evidence that the local autonomy has enhanced. In respect of fiscal role-sharing, local duties has significantly increased because of the insufficient grants-in-aid for decentralization and inappropriate formula in assessing the grants. In respect of functional role-sharing, the decreased role of central government made it difficult for local governments to provide enough residential institution for the elderly and the disabled. To improve the decentralization reform, deliberate reclassification is needed to decide which item should be transferred to localities. Regarding the characteristic of the projects, social services could be transferred in the long run, while central government should take more responsibilities for the income guarantee and protection for the disadvantaged.

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Development of Clinical Performance Indicators for Establishing a Connecting System between Hospital Performance Management and Quality Improvement (의료기관의 성과관리와 질 향상 연계체계 구축을 위한 임상적 성과지표 개발)

  • Jang Keum Seong;Lee Sam Yong;Kim Yun Min;Hwang Sun Young;Kim Nam Young;Ryu Se Ang;Park Soon Joo;Choi Ja Yun
    • Journal of Korean Academy of Nursing
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    • v.35 no.7
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    • pp.1238-1247
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    • 2005
  • Purpose: This study aimed at developing integrated clinical performance indicators(CPIs) through the analysis of quality improvement(QI) activities of a hospital and literature review about performance measures. Method: The CPIs were developed through the following three stages; 1)Identifying preliminary CPIs 2)A staff validity test in preliminary CPIs 3)Developing final CPIs. Result: One hundred twenty-three preliminary CPIs were developed through QI activities of the target hospital for 8 years and literature review. The results of the validity test for the preliminary CPIs supported ninety-one items. Sixty-two CPIs were selected through integration, reclassification and renaming. Then, eighteen items were deleted on account of an imprecise calculation method. Finally, forty-four CPIs were confirmed. They consisted of twenty-six items at the hospital level and eighteen items at the department level. Conclusion: CPIs can be used as criteria to evaluate the performance of healthcare organizations, and to decide the quality of healthcare for customers. This study may contribute to establishing an integrated system between QI activities and performance measurement of healthcare organizations.