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Proposal of a Hypothesis Test Prediction System for Educational Social Precepts using Deep Learning Models

  • Choi, Su-Youn;Park, Dea-Woo
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.9
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    • pp.37-44
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    • 2020
  • AI technology has developed in the form of decision support technology in law, patent, finance and national defense and is applied to disease diagnosis and legal judgment. To search real-time information with Deep Learning, Big data Analysis and Deep Learning Algorithm are required. In this paper, we try to predict the entrance rate to high-ranking universities using a Deep Learning model, RNN(Recurrent Neural Network). First, we analyzed the current status of private academies in administrative districts and the number of students by age in administrative districts, and established a socially accepted hypothesis that students residing in areas with a high educational fever have a high rate of enrollment in high-ranking universities. This is to verify based on the data analyzed using the predicted hypothesis and the government's public data. The predictive model uses data from 2015 to 2017 to learn to predict the top enrollment rate, and the trained model predicts the top enrollment rate in 2018. A prediction experiment was performed using RNN, a Deep Learning model, for the high-ranking enrollment rate in the special education zone. In this paper, we define the correlation between the high-ranking enrollment rate by analyzing the household income and the participation rate of private education about the current status of private institutes in regions with high education fever and the effect on the number of students by age.

Application of Environmental Management System Model for the Local Food Industry and the Analysis (로컬푸드산업의 환경경영시스템 모델 적용 분석)

  • Cho, Chang-Duk;Park, Dea-Woo
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.2
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    • pp.233-247
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    • 2016
  • Local food industry has been spreading all over the world. Korea is also actively applying and developing local food industry. However, relatively high distribution cost in Korean agricultural market is hindering its further growth. Distribution cost has close relation with shipping distance. Raised distribution cost brings major impacts not only on quality and price of products but also on greenhouse gas(carbon dioxide) emissions. Therefore, it is necessary to find a solution for inefficient distribution system of the local food industry to reduce overall cost and greenhouse gas. In this study, we present a location selection model for local food regional center using Analytic Hierarchy Process. The location of local food regional hub center is decided based on expert opinions on five factors: accessibility, quality, population, size of area, and shipping distance. The relative importance of the five factors has been concluded as follows: quality (0.430) ${\gg}$ population (0.262) ${\gg}$ travel distance (0.201) ${\gg}$ accessibility (0.075) ${\gg}$ and area (0.033). We apply and analyze the environmental management system model for Local food industry to develop the regional hub center site selection criteria and to analyze the effects of greenhouse gas emissions in the local food industry. This study, by applying and analyzing the environmental management system of the local food industry, is believed to be a valuable asset for managing greenhouse gas emission in the local food industry. Also, the data will be used for the autonomous local food industry's direct sales stall management. Eventually, this study will contribute so greatly to the local food industry's competitiveness that even large distribution companies will give way for the local food industry.

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Development and Effectiveness of Occupation Based Grocery Shopping Skill Training Program For The Person with Developmental Disability (거주시설 발달장애인을 위한 작업 기반 마트장보기 훈련 프로그램의 개발 및 효과)

  • Ju, Yu-mi;Kim, Dea-Yoon;Mo, Young-Ho;Son, Sung-Min
    • The Journal of Korean society of community based occupational therapy
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    • v.7 no.3
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    • pp.43-58
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    • 2017
  • Objectives : The Purpose of this study was to develop the occupation based grocery shopping skill training program for group of person with developmental disability and to test its effect. Methods : We set the grocery shopping task for the theme of the program and we applied this program for 9 sessions. There were initial, final, and follow-up evaluation and training sessions were provided 6 times. In the every session, group training program for grocery shopping skills was conducted. The performance of grocery shopping skills was evaluated by Test of Grocery Shopping Skills(TOGSS). Results : At the final assessment of grocery shopping skill, there were increased performance skills especially in item collection and size comparison. Among 3 subjects, two showed in improved navigation skills in order to search for target items. However, there was no improvement in comparing the optical price of items. For the last, it was significant that the total time to spend for shopping were commonly decreased. The performance of grocery shopping were maintained in 2 subjects and another subject was unable to perform it at the 5 month later follow-up evaluation. Conclusion : The occupation based grocery shopping skill training group program which was developed in this study is useful guide-line for occupational therapists who seek for the community based program. All 3 subjects showed the improved performance on shopping skill through this program.

Effect of the Ethanol Extract from Lavandula vera on ${\alpha}$-MSH Induced Melanogenesis (라벤더 에탄올 추출물이 ${\alpha}$-MSH 유도 멜라닌 생성에 미치는 효과)

  • Kim, Ho-Min;Jang, Yeong-Mi;Han, Kyu-Soo;Moon, Dea-Won;Mun, Yeun-Ja;Woo, Won-Hong
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.22 no.6
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    • pp.1444-1448
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    • 2008
  • Down-regulation of melanin synthesis is required for recovery of pigmentary disorders and it is well known that ${\alpha}$-MSH induced melanin synthesis and dendrite outgrowth on melanocytes. This study was conducted to evaluate the depigmenting properties of ethanol extract from a Lavandula vera. The ethanol extract from Lavandula vera inhibited melanin contents and tyrosinase activity in a dose-dependent manner, compared with untreated group. Treatment of the ethanol extract of Lavandula vera effectively suppressed the ${\alpha}$-MSH-stimulated melanin formation, tyrosinase activity and dendrite outgrowth. Moreover, the ${\alpha}$-MSH-induced mRNA expression of tyrosinase was significantly attenuated by Lavandula vera treatment. These results suggest that Lavandula vera exerts its depigmenting effects through the suppression of tyrosinase and cytoplasmic dendricity. And it may be a potent depigmetation agent in hyperpigmentation condition.

An Empirical Measurement Way of Efficiency Prediction for Korean Seaports : SBM and Wilcoxson Signed-Rank Test Approach (항만의 효율성을 예측하기 위한 실증적 측정방법 - SBM과 윌콕슨부호순위검정접근 -)

  • Park, No-Gyeong
    • Journal of Korea Port Economic Association
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    • v.24 no.4
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    • pp.313-327
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    • 2008
  • The purpose of this paper is to show the empirical measurement way for predicting the seaport efficiency by using SBM with Wilcoxson signed-rank test under CRS(constant returns to scale) condition for 20 Korean ports during 1994-2003 for 2 inputs(birthing capacity, cargo handling capacity) and 3 outputs(Export and Import Quantity, Number of Ship Calls, Port Revenue). The main empirical results of this paper are as follows. First, forecasting data have well reflected the real data according to the Wilcoxon signed rank test, because p values have exceeded the 0.05 significance level. Second, SBM has shown the effectiveness for predicting the ports efficiency even though the predicting powers are different according to the levels of p values. The policy implication to the Korean seaports and planner is that Korean seaports should introduce the new methods like SBM method with Wilcoxon signed rank test for predicting the port performance and enhancing the efficiency.

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Modeling the Aviation Safety Risk Management (항공안전 위기관리 모형 구축에 관한 연구)

  • Hong, Seok-Jin;Kim, Yeon-Myeong
    • Journal of Korean Society of Transportation
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    • v.24 no.1 s.87
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    • pp.19-28
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    • 2006
  • To develop a crisis management for aviation safety, this study has defined crisis management includes risk management which is eliminates or lowers risks prior to accidents and emergency response after the accidents. This study takes a look at different kinds of crisis managements, risk managements and statistical methods of other nations and fields in order to develop a risk management model. Through surveys which have 102 risk factors that include air traffic control, maintenance and airport sectors, the weight of each risk factor was calculated and the probability was divided to develop a model for risk management. The risk management model of this study is conducted using four steps (risk management plan, risk factor identification, weight and probability analysis, decision making) and 4 standards of weight along with 5 standards of probability This study takes a look at Predictions through a quantitative method using a risk index for the risk management model An effective risk management model should have a wide and continuous collection of data and adopt various methods using this model. The crisis management could not be very effective only using a pre-active risk management. So it should also be conducted by using a pro-active response system to protect additional damage and to prevent accidents of the same nature. From the results, the most important points were the establishment of command and control accountabilities, and cooperation of related organizations.

An Evaluation of Service Quality Priorities between Air Cargo Service Providers and Customers (항공화물운송서비스 품질에 대한 서비스 이용자와 제공자간의 중요도 인식 차이에 관한 연구)

  • Jun, Il-Soo;Hong, Seok-Jin
    • Journal of Korean Society of Transportation
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    • v.22 no.5
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    • pp.35-45
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    • 2004
  • This paper analyzes the differences in the service quality priorities of air cargo service providers and customers. After having identified what constitutes the decisive factors with regards to air cargo service quslity, research was carried out to evaluate the differences in the service quality priorities of air cargo service providers and customers. Moreover, this paper analyzes these differences by separating air cargo service providers into Korean and international air cargo service providers. In order to attain the objectives of this research, the air cargo service sectors were divided into three general categories: supply capability(H/W), service accountability, and competitiveness of service fees and management capability(S/W). The researchers then placed 6 different criteria into each service category, for a total of 18. The evaluation of the service quality priorities of air cargo service providers and customers revealed very little difference between these two groups. With regards to the service criteria found in each service category, our research found marked differences between the service quality priorities of providers and customers in only three of the 18 criteria. However, we found marked differences in service quality priorities in 7 of the 18 criteria when the air cargo service providers were divided into Korean and international air cargo providers. While domestic air cargo service providers evaluated management's capability to handle cargo accidents and incidents as the most important priority, international air cargo service providers placed the highest priority on the cargo rate system. The results of this research imply that in order to properly evaluate the differences between the service quality priorities of air cargo service providers and customers, the air cargo service providers itself should be separated between the Korean air cargo service providers and the foreign providers because of their respective inherent perception on service quality.

Efficacy of Physostigmine and Procyclidine as Combinational Prophylactics of Organophosphate Poisoning (Physostigmine과 procyclidine으로 구성된 복합예방제의 유기인제 해독효능)

  • Hur, Gyeung-Haeng;Choen, Ki-Cheol;Phi, Taek-San;Kim, Jae-Cheon;Hong, Dea-Sik;Park, Hoon;Jung, Chang-Hee;Lee, Yong-Han;Kim, Yun-Bae
    • Biomolecules & Therapeutics
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    • v.9 no.1
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    • pp.33-39
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    • 2001
  • Antidotal efficacy of combinational prophylactics composed of physostigmine plus procyclidine, alone or in combination with antidotes such as atropine plus 2-pralidoxime or atropine plus HI-6, was evaluated in rats. Physostigmine (0.1 mg/kg) plus procyclidine (3 mg/kg), pretreated subcutaneously 30 min prior to subcutaneous exposure to organophosphates of militarily importance, exerted protection ratios of 7.2, 6.5, 4.0, 2.9 and 8.0 fold for tabun, saris, soman, cyclosarin and V-agent, respectively. In comparison, low effects (1.7 fold for soman and 1.3 fold for cyclosarin) were achieved with the traditional antidotes atropine (17.4 mg/kg) plus 2-pralidoxime (30 mg/kg) administered intramuscularly immediately after organophosphate, in contrast to high effects (5.5 fold for soman and 160.0 fold for cyclosarin) with atropine (17.4 mg/kg) plus HI-6 (125 mg/kg), although the protection ratio markedly decreased when treatment of antidotes was delayed. Note- worthy, the combinational prophylactics markedly potentiated the effects of antidotes to higher than 5.0 fold in all cases. In addition, the combinational prophylactics fully prevented the seizures and excitotoxic brain injuries induced by a high dose (100 mg/kg, 1.3 LD$_{50}$) of soman. Taken together, it is suggested that the prophylactics composed of physostigmine and procyclidine, in combination with posttreatment antidotes, could be a promising regimen for the prevention of lethality, seizures and brain injuries induced by organophosphates possessing diverse properties.s.

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The Survey on the Standardization of Chuna Manual Technique for Operating RCT of Non-acute Low Back Pain (비급성 요통에 대한 무작위대조군 임상연구 수행을 위한 추나표준화 설문조사 보고)

  • Kim, Byung-Jun;Hwang, Eui-Hyoung;Heo, Kwang-Ho;Hwang, Man-Suk;Heo, In;Song, Yun-Kyung;Lee, Jung-Han;Ko, Youn-Seok;Park, Tae-Young;Cho, Jae-Heung;Lee, Eun-Jung;Mun, Su-Jeong;Ha, In-Hyuk;Lee, Min-Ho;Shin, Byung-Cheul
    • The Journal of Churna Manual Medicine for Spine and Nerves
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    • v.10 no.2
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    • pp.13-25
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    • 2015
  • Objectives : To find out the standardized chuna manual technique for non-acute low back pain. Methods : The survey questions were developed by the consensus from the professor who major in Rehabillitation Medicine of Korean Medicine(RMKM). August 15th to september 1st 2015, the questionnaire was given to 23 RMKM doctors by e-mail. 20(90.9%) the questionnaire were retrieved out. Standardized technique of chuna were selected through experts consesus based on questionaire results. Results : Two essential techniques and two selective techniques were selected as standardized Chuna manual technique for lumbar region. Six essential technique and one selective technique were selected as standardized Chuna manual technique for iliac region. Conclusions : This is the first consensus of experts opinion for Chuna manual technique for operating randomized controlled trials(RCT). These reports are helpful for Korean Medicine doctor who operate Chuna manual technique and expected to make clinical evidence of Chuna manual medicine

Ground Subsidence Caused by the Development of Underground Karstic Networks in Limestone Terrain, Taebag City Korea (석회암 분포지에서 터널시공에 따른 지표침하 원인 분석)

  • Lee, Byung-Joo;Park, SungWook;Kim, Dea-Hong;Song, Young-Karb
    • The Journal of Engineering Geology
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    • v.26 no.1
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    • pp.63-70
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    • 2016
  • The aim of this study is the safety and an accident prevention in limestone terrain by the underground tunneling. The geology of the study area consists of a Paleozoic sedimentary sequence dominated by limestone, sandstone, shale, and carbonaceous shale. The sequence gently dips to the northeast but the joint contains steep with variable trend. A significant fracture zone is developed in the limestone and shale beds, sub-parallel to bedding, and follows in part the limestone-sandstone contact. Monitoring of groundwater levels in the area shows marked fluctuations in the water table, which repeatedly rose to a level of -4 m before sinking to -15 m. These cycles occurred in mid-May, 2007 and in early and middle June. The data indicate that these fluctuations were unrelated to rainfall that occurred during the study period. We infer that the fluctuations were associated with the development of underground karstic networks along the deep fracture zone, and overlying ground subsidence is likely related to the rapid sinking of groundwater and the associated strong downward suction force.