• 한국물환경학회지
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• 제35권5호
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• pp.425-431
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• 2019

Recently, people have been attracting attention to the good quality of water resources as well as water welfare. to improve the quality of life. This study is a papers on the prediction of benthic macroinvertebrate index (BMI), which is a aquatic ecological health, using the machine learning based CFS (Correlation-based Feature Selection) method and the random forest model to compare the measured and predicted values of the BMI. The data collected from the Han River's branch for 10 years are extracted and utilized in 1312 data. Through the utilized data, Pearson correlation analysis showed a lack of correlation between single factor and BMI. The CFS method for multiple regression analysis was introduced. This study calculated 10 factors(water temperature, DO, electrical conductivity, turbidity, BOD, $NH_3-N$, T-N, $PO_4-P$, T-P, Average flow rate) that are considered to be related to the BMI. The random forest model was used based on the ten factors. In order to prove the validity of the model, $R^2$, %Difference, NSE (Nash-Sutcliffe Efficiency) and RMSE (Root Mean Square Error) were used. Each factor was 0.9438, -0.997, and 0,992, and accuracy rate was 71.6% level. As a result, These results can suggest the future direction of water resource management and Pre-review function for water ecological prediction.

• 한국경영과학회지
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• 제37권2호
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• pp.73-88
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• 2012

Even though the final source selection of foreign weapon system purchase project in defense area is the most important phase, the standard evaluation index has not been developed. This paper provides an appropriate evaluation index using DEMATEL and ANP methods. First, the all possible evaluation criteria applied to the relevant previous literatures in domestic and overseas researches are derived and classified into groups. Second, DEMATEL method is used to determine the network structure representing the relations of cause and effect between groups and their sub-criteria. If isolated factors, not connected with other factors, are existed in the network structure, all factors except for the isolated ones are grouped as one large factor so that the independency between those ones is maintained. The weights of criteria are determined using AHP method if the criteria are independent relation and ANP method if the criteria are networked. The weights of higher and lower level criteria are then integrated and distributed as a point with respect to the decision making purpose. The developed evaluation index can be used as a standard one in various foreign weapon system purchase projects in defense area.

• 농업과학연구
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• 제14권1호
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• pp.51-60
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• 1987

본(本) 연구(硏究)는 1978년(年)부터 1983년(年)까지 국립종축원(國立種畜院)에서 사육(飼育)된 Landrace, Hampshire, Large Yorkshire 및 Duroc 종(種) 54 두(頭)의 종모돈(種牡豚)에서 생산(生産)된 253 두(頭)의 웅돈(雄豚)의 검정자료(檢定資料)를 이용(利用)하여 이유전(離乳前) 체중(體重)과 이유후(離乳後) 형질(形質)에 대한 유전력(遺傳力)과 유전상관(遺傳相關) 및 표현형상관(表現型相關)을 추정(推定)하였던바 그 결과(結果)를 요약(要約)하면 다음과 같다. 1. 유전력(遺傳力) 추정치에 있어서는 이유전체중(離乳前體重)인 생시체중(生時體重), 21 일령체중(日齡體重) 및 56 일령체중(日齡體重)에서 각각(各各) $0.233{\pm}0.160$, $0.485{\pm}0.185$ 및 $0.758{\pm}0.214$이었으며, 이유후체중(離乳後體重)인 일당증체량(日當增體量), 사과요구율(飼科要求率), 등지방(脂肪)두께, 90 kg 도달일령(到達日齡) 및 선발지수(選拔指數)에서 각각(各各) $0.270{\pm}0.164$, $0.350{\pm}0.174$, $0.272{\pm}0.165$, $0.887{\pm}0.221$ 및 $0.565{\pm}0.195$이었다. 2. 유전상관(遺傳相關) 추정치(推定値)에 있어서는 생시체중(生時體重)과 21 일령체중(日齡體重) 및 56 일령체중간(日齡體重間)에 각각(各各) 0.349 및 0.198 이었으며, 21 일령체중(日齡體重)과 56 일령체중간(日齡體重間)에는 0.907이었고, 일당증체중(日當增體重)과 사료요구율(飼料要求率), 등지방층(脂肪層)두께, 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 유전상관(遺傳相關) 각각(各各) -0.552, 0.107, -0.903 및 0.71 이었으며, 사료요구율(飼料要求率)과 등지방층(脂肪層)두께, 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 유전상관(遺傳相關)은 각각(各各) -0.058, 0.699 및 -0.942이었고, 등지방층(脂肪層)두께와 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 유전상관(遺傳相關)은 각각(各各) -0.237, -0.025 이었다. 3. 표현형상관(表現型相關) 추정치(推定値)에 있어서는 생시체중(生時體重)과 21 일령체중(日齡體重) 및 56 일령체중간(日齡體重間)에 각각(各各) 0.341, 0.287이었고, 21 일령체중(日齡體重)과 56 일령체중간(日齡體重間)에는 0.893이었으며, 일당증체량(日當增體量)과 사료요구율(飼料要求率), 등지방층(脂肪層)두께, 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 표현형상관(表現型相關) 각각(各各) -0.062, 0.093, -0.651 및 0.540이었고, 사료요구율(飼料要求率)과 등지방층(脂肪層)두께, 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 표현형상관(表現型相關)은 각각(各各) 0.105, 0.601 및 -0.613이었으며, 등지방층(脂肪層)두께와 90 kg 도달일령(到達日齡) 및 선발지수간(選拔指數間)의 표현형상관(表現型相關) 각각(各各) -0.040, -0.416 이었다.

• 한국컴퓨터정보학회논문지
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• 제13권1호
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• pp.261-272
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• 2008

본 연구의 주된 목적은 기업의 공급업체로부터 구입하는 제품의 표준화 제품 비율에 따라 공급업체 선정요인별 중요도에 있어서 차이가 존재하는지를 평가하고자 한다. 이를 위하여 본 연구에서는 연구 대상 분야를 사무용품 및 사무기기 분야로 한정하여 사무용품 및 사무기기 공급업체 선정을 위한 평가요인을 1단계에서는 사무용품 및 사무 기기 공급관련 요인, 제품관련 요인, 거래기업의 관리능력관련 요인으로 분류하고. 각 요인별로 세부요인을 설정하여 총 16개의 세부요인으로 분류하고, 각 요인별 상대적 중요도 산출을 위하여 설문조사를 실시하였으며, 평가 요인별 상대적 중요도는 AHP기법을 이용하여 도출하였다. 연구 결과 표준화 제품의 구입 비율이 높은 기업일수록 고객화 된 제품의 구입비율이 높은 기업보다는 온라인방식을 이용한 구입을 선호하는 것으로 나타났으며, 공급업체선정 요인에 있어서도 차이가 존재하는 것으로 평가되었다.

• 농업과학연구
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• 제47권3호
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• pp.667-672
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• 2020

It is well known that intensive selection caused a decline in reproductive performance in dairy cattle. Interestingly, the reproductive performances including fertility and calving interval of Korean native beef cattle have declined in the last 20 years, suggesting that a breeding program focusing on carcass weight and intramuscular fat may affect the reproductive physiology in Korean native beef cattle, too. In this study, we analyzed the calving interval (CI) and selection index (SI) based on genome-wide association studies (GWAS) of Hanwoo cows for seven years (2013 - 2019). Multiparous cows (4.5 ± 0.11) were analyzed, which were bred by artificial insemination (AI). We first examined the distribution of the AIs and calving dates. About 40% of the AIs were carried out in May to June and October to December; subsequently, calving was observed from March to April and August to October, respectively, indicating the cows were seasonally bred. No correlation between CI and SI was found (y = 0.0459x - 17.64; R² = 0.0356), but the ratio of cows with a positive SI was higher in the longer CI group compared to the shorter group, suggesting that the selection for meat quality and quantity may affect the reproductive performances. In addition, the average value of SI was - 3.42 in the CI < 400 while + 5.79 in the CI > 400 although the values were not statistically significant. However, our results suggest that reproductive indices such as fertility and CI should be considered for sustainability in the Hanwoo breeding selection program.

• 한국경영과학회지
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• 제39권2호
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• pp.67-82
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• 2014

The purpose of this study is two-fold : the one is to examine the causal relationship between domestic large firms' win-win growth effort and their financial performance by fiscal years; and the other is to develop a quantitative win-win growth index to overcome the limitation of the current one mainly using a survey method developed by NCCP (National Commission for Corporate Partnership). To serve the first purpose, we take a sample of 128 large companies whose win-win growth indices as of year 2011 and 2012 were evaluated by NCCP. We use their respective fiscal year's financial data to select 62 candidate financial ratios, which are then used in subsequent empirical tests. For the tests, we employ ordered probit model with stepwise selection method and two-way ANOVA with randomized block design to identify which of the 62 financial ratios are statistically significant ones to affect the firms' win-win growth index as well as to determine if the firms' win-win growth effort would cause their financial performance positively. To serve the second purpose, we devise a model using the 123 firms' 45 financial ratios, which employs ordered probit model with stepwise selection, and the validation of the model follows. We claim that the model suggested in this study serve as an alternative complementing the current one as it can produce the index in a more objective and swift manner using the firms' publicized financial statements.

• 환경영향평가
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• 제20권3호
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• pp.367-379
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• 2011

This study was conducted to develop an ecological park planning model to enhance the functions of habitats and ecological corridors in Green Belt Areas, because changing policies have resulted in the degredation of the Green Belts due to progressive fragmentation of ecosystems. The principal outcome of the study is to plan an ecological park model through the restoration of habitats. In order to evaluate the capacity of the model to enhance the ecological functions of habitats and ecological corridors in Green Belt Areas, a simulation of habitats was carried out in the Sungnam-Yusoo region. The model was developed via following steps: 1. Selection of candidate sites and selection of the study site by analyzing development factors; 2. Selection of target species that can represent the habitat at the site; 3. Analysis of the site's suitability index for the target species; 4. Establishment of a conceptual plan to enhance and expand the currently produced suitability index; 5. Creation of a master plan based on the conceptual plan; and 6. Evaluation of the enhanced and expanded suitability index of the site. The study showed that the Habitat Unit (HU) of Rana coreana, which was selected as the target species of the study, increased from $28,044m^2$(3.6%) to $224,352m^2$(28.8%), and the HU of the site as the ecological corridor for wild animals increased from $4,674m^2$(0.6%) to $152,684m^2$(19.6%). The study results show that the ecological deficits of the Green Belt Area can be overcome by enhancing the ecological functions of the region, which should be beneficial. The model could be utilized for effective enhancement and management of other Green Belt Areas.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제6권10호
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• pp.2587-2600
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• 2012

It has been demonstrated that choosing an appropriate relay node can improve the transmission rate for the system. However, such system improvement brought by the relay selection may be degraded with the presence of the malicious relay nodes, which are selected but refuse to cooperate for transmissions deliberately. In this paper, we formulate the relay selection issue as a restless bandit problem with the objective to maximize the average rate, while considering the credibility of each relay node, which may be different at each time instant. Then the optimization problem is solved by using the priority-index heuristic method effectively. Furthermore, a low complexity algorithm is offered in order to facilitate the practical implementations. Simulation results are conducted to demonstrate the effectiveness of the proposed trust-based relay selection scheme.

• Communications for Statistical Applications and Methods
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• 제22권1호
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• pp.55-67
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• 2015

An important problem in cluster analysis is the selection of variables that define cluster structure that also eliminate noisy variables that mask cluster structure; in addition, outlier detection is a fundamental task for cluster analysis. Here we provide an automated K-means clustering process combined with variable selection and outlier identification. The Automated K-means clustering procedure consists of three processes: (i) automatically calculating the cluster number and initial cluster center whenever a new variable is added, (ii) identifying outliers for each cluster depending on used variables, (iii) selecting variables defining cluster structure in a forward manner. To select variables, we applied VS-KM (variable-selection heuristic for K-means clustering) procedure (Brusco and Cradit, 2001). To identify outliers, we used a hybrid approach combining a clustering based approach and distance based approach. Simulation results indicate that the proposed automated K-means clustering procedure is effective to select variables and identify outliers. The implemented R program can be obtained at http://www.knou.ac.kr/~sskim/SVOKmeans.r.

• 대한약침학회지
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• 제6권3호
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• pp.87-90
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• 2003

The purpose of this study is to investigate and analyze the selection process of the Science Citation Index(SCI). SCI has been the benchmarking medium of scientific journals for over 40 years by reviewing thousands of journals published each year. The discipline of Traditional Oriental Medicine has been gaining global interest in recent years, yet the number of related journals indexed by SCI has been minimal. Korean Medicine has been producing number of quality journals for decades, but lack of journals in the English language and other problems has hindered consideration for registering with SCI. This paper will focus on the journal selection process at ISI and recommend the criteria needed for a journal to be considered for SCI selection.