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K-means based Clustering Method with a Fixed Number of Cluster Members

  • Yi, Faliu;Moon, Inkyu
    • 한국멀티미디어학회논문지
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    • 제17권10호
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    • pp.1160-1170
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    • 2014
  • Clustering methods are very useful in many fields such as data mining, classification, and object recognition. Both the supervised and unsupervised grouping approaches can classify a series of sample data with a predefined or automatically assigned cluster number. However, there is no constraint on the number of elements for each cluster. Numbers of cluster members for each cluster obtained from clustering schemes are usually random. Thus, some clusters possess a large number of elements whereas others only have a few members. In some areas such as logistics management, a fixed number of members are preferred for each cluster or logistic center. Consequently, it is necessary to design a clustering method that can automatically adjust the number of group elements. In this paper, a k-means based clustering method with a fixed number of cluster members is proposed. In the proposed method, first, the data samples are clustered using the k-means algorithm. Then, the number of group elements is adjusted by employing a greedy strategy. Experimental results demonstrate that the proposed clustering scheme can classify data samples efficiently for a fixed number of cluster members.

TREES WITH EQUAL STRONG ROMAN DOMINATION NUMBER AND ROMAN DOMINATION NUMBER

  • Chen, Xue-Gang;Sohn, Moo Young
    • 대한수학회보
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    • 제56권1호
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    • pp.31-44
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    • 2019
  • A graph theoretical model called Roman domination in graphs originates from the historical background that any undefended place (with no legions) of the Roman Empire must be protected by a stronger neighbor place (having two legions). It is applicable to military and commercial decision-making problems. A Roman dominating function for a graph G = (V, E) is a function $f:V{\rightarrow}\{0,1,2\}$ such that every vertex v with f(v)=0 has at least a neighbor w in G for which f(w)=2. The Roman domination number of a graph is the minimum weight ${\sum}_{v{\in}V}\;f(v)$ of a Roman dominating function. In order to deal a problem of a Roman domination-type defensive strategy under multiple simultaneous attacks, ${\acute{A}}lvarez$-Ruiz et al. [1] initiated the study of a new parameter related to Roman dominating function, which is called strong Roman domination. ${\acute{A}}lvarez$-Ruiz et al. posed the following problem: Characterize the graphs G with equal strong Roman domination number and Roman domination number. In this paper, we construct a family of trees. We prove that for a tree, its strong Roman dominance number and Roman dominance number are equal if and only if the tree belongs to this family of trees.

사업체노동력조사를 활용한 빈 일자리 수 추정에 대한 정합성 연구 (A Study of Consistency in Estimating the Number of Vacant Jobs Using the Labor Force Survey at Establishments)

  • 박승환
    • 아태비즈니스연구
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    • 제13권3호
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    • pp.329-341
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    • 2022
  • Purpose - The purpose of this study was to investigate consistency in estimating the number of vacant jobs using the two business labor force survey with two different time points of survey. Design/methodology/approach - We studied the cause of the differences in estimating the number of vacant jobs between the monthly sample and the new sample in business labor force survey. Findings - To summarize our findings, As the size of the company increases, the number of vacant jobs in the company also increases, and the probability that the number of vacant jobs in the company is zero decreases. The monthly sample was assessed to have a higher likelihood that the number of vacant jobs in the company was zero and the number of vacant jobs was considerable compared to the local sample. Research implications or Originality - Because local survey sample companies tend to minimize the number of vacant jobs even when they reply under the same conditions, the estimation result of the number of vacant jobs in the current monthly survey differs significantly from the estimation result of the local survey. Divergent "degrees of knowledge of question items," survey methodologies, or investigators could be the causes of the various response trends.

Effects of vertebral number variations on carcass traits and genotyping of Vertnin candidate gene in Kazakh sheep

  • Zhang, Zhifeng;Sun, Yawei;Du, Wei;He, Sangang;Liu, Mingjun;Tian, Changyan
    • Asian-Australasian Journal of Animal Sciences
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    • 제30권9호
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    • pp.1234-1238
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    • 2017
  • Objective: The vertebral number is associated with body length and carcass traits, which represents an economically important trait in farm animals. The variation of vertebral number has been observed in a few mammalian species. However, the variation of vertebral number and quantitative trait loci in sheep breeds have not been well addressed. Methods: In our investigation, the information including gender, age, carcass weight, carcass length and the number of thoracic and lumbar vertebrae from 624 China Kazakh sheep was collected. The effect of vertebral number variation on carcass weight and carcass length was estimated by general linear model. Further, the polymorphic sites of Vertnin (VRTN) gene were identified by sequencing, and the association of the genotype and vertebral number variation was analyzed by the one-way analysis of variance model. Results: The variation of thoracolumbar vertebrae number in Kazakh sheep (18 to 20) was smaller than that in Texel sheep (17 to 21). The individuals with 19 thoracolumbar vertebrae (T13L6) were dominant in Kazakh sheep (79.2%). The association study showed that the numbers of thoracolumbar vertebrae were positively correlated with the carcass length and carcass weight, statistically significant with carcass length. To investigate the association of thoracolumbar vertebrae number with VRTN gene, we genotyped the VRTN gene. A total of 9 polymorphic sites were detected and only a single nucleotide polymorphism (SNP) (rs426367238) was suggested to associate with thoracic vertebral number statistically. Conclusion: The variation of thoracolumbar vertebrae number positively associated with the carcass length and carcass weight, especially with the carcass length. VRTN gene polymorphism of the SNP (rs426367238) with significant effect on thoracic vertebral number could be as a candidate marker to further evaluate its role in influence of thoracolumbar vertebral number.

종합병원의 전문의 수가 경영성과에 미치는 영향 (The Causality between the Number of Medical Specialists and the Managerial Performance in General Hospitals)

  • 류정걸
    • 한국병원경영학회지
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    • 제13권4호
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    • pp.1-26
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    • 2008
  • This study examines the statistical relationship between medical specialists and managerial performance, using regression analysis with the number of medical specialists per 100 beds as the independent variable and the managerial performance index as the dependent variable. Managerial performance index incorporated the number of out-patients per specialist, the number of in-patients per specialist, the volume of revenue per specialist, the number of beds per specialist, and the average length of stay. To compare different groups of hospitals, dummy variable was applied to five groups of hospitals according to size: 100-299 beds, 300-599 beds, 600-899 beds, 900-1199 beds, and more than 1200 beds. The data consisted of 181 general hospitals with more than 100 beds, which included 28 public hospitals, 73 corporate hospitals, 64 university hospitals and 16 private hospitals. Of those, 87 hospitals were located in big cities and 94 hospitals in medium to small cities. This study used hospitals from the Korean Hospital Association, and data published in 2004. The collected data sample was analyzed using the SPSSWIN 12.0 version, and the study hypothesis was tested using regression analysis. The findings of this study are summarized as follows: Hypothesis 1 predicting a negative effect of the number of medical specialists on the number of out-patients per specialist was supported with statistical significance. The analysis of dummy variable showed causality in all the hospital groups larger than the group of 100-299 beds. Hypothesis 2 predicting a negative effect of the number of medical specialists on the number of in-patients per specialist was supported with statistical significance. The analysis of dummy variable showed causality in the hospital group of 300-599 beds when compared to the group of 100-299 beds. Hypothesis 3 predicting a negative effect of the number of medical specialists on the volume of revenue per specialist was not supported. However, the analysis of dummy variable showed that the volume of revenue per specialist increased in the hospital groups of 600-899 beds, 900-1199 beds, and over 1200 beds, when compared to the group of 100-299 beds. Hypothesis 4 predicting a negative effect of the number of medical specialists on the average length of stay was supported with statistical significance. The analysis of dummy variable showed causality in the hospital group of 300-599 beds, when compared to the group of 100-299 beds. Results of this study show that the number of the medical specialists per 100 beds is an important factor in hospital managerial performance. Most hospitals have tried to retain as many medical specialists as possible to keep the number of patients stable, to ensure adequate revenue, and to maintain efficient managerial performance. Especially, the big hospitals with greater number of beds and medical specialists have shown greater revenue per medical specialist despite the smaller number of patients per medical specialist. Findings of this study explains why hospitals in Korea are getting bigger.

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수도의 수당구성요소의 유전분석 (Genetic Analysis of Six Panicle Characters in Rice)

  • 김주현
    • 한국작물학회지
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    • 제32권2호
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    • pp.208-214
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    • 1987
  • 수도의 수당립수의 다소에 직접적으로 관여하는 수상형질의 유전양식을 추정하고자 래경, 영남조생, 농백, 유신, 농년조생의 5품종을 사용하여 half-diallel set를 만들고 경로분석과 2면교분석을 한 결과를 요약하면 다음과 같다. 1. 수당입수와 수상구성요소( 1차지경수. 2차지경수. 1차지경당 착입수, 2차지경당 착입수, 총 3지경상 착입수,)의 6개 형질들 중 1 차 지경당 착입수를 제외한 전형질들이 상호간에 고도의 유의한 상관관계가 있었다. 2. 수당입수에 대한 직ㆍ간접효과는 2차 지경수가 가장 컸고 다음이 1 차 지경수였다. 3. 비대립유전자작용이 관여되고 있을 때 우성정도는 2차지경당 청입수만이 부분우성으로 상가적작용이 컸 고 나머지 5개 형질들은 모두 우성효과가 큰 초우성이었다. 비대립인자작용이 소법되었을 경우는 수당입수, 2차지경수, 2차지경당 착입수는 부분우성으로 상가적 효과가 컸다. 4. 유효유전자수는 수당입수는 1개의 주동유전자와 polygene, 2차지경수에는 4개. 2차지경당 착립수에는 10개정도의 다수 gene들이 관여하였다. 5. 유전력은 대부분의 형질이 광의의 유전력은 높거나 중정도 이상이었다. 협의의 유전력은 수당립수, 2차지경수는 상당히 높았으나 기타 형질들에서는 낮았다. 6. 2차지경상 착립수의 SCA를 제외한 전형질들은 GCA와 SCA가 모두 고도로 유의하였고. 통일형인 내경. 유신과 자포니카형인 농백은 높은 정의 GCA를 나타내었으며, 통일형$\times$능백조합에서 SCA가 높게 추정되었다.

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한국재래생강(韓國在來生薑)에 있어서 수량구성요소(收量構成要素)의 유전변이(遺傳變異), 상관(相關) 및 경로분석(經路分析) (Genetic Variability, Correlation and Path Analysis for Yield Components in Korea Domestic Ginger)

  • 장원석;김정선;최재을
    • 농업과학연구
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    • 제24권1호
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    • pp.6-10
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    • 1997
  • 초장, 엽수, 경수, 경직경, 엽장, 엽폭, 근경생산량을 평가하기위하여 수집 한 94 clone은 경수와 근경생산량에서 유용한 변이를 보여주었다. 초장, 엽수, 엽장, 엽폭, 경직경은 약간의 변이가 관찰되었다. 작물학적 특성간의 단순상관은 근경생산량과 정의 상관을 보여주었고 엽수, 초장, 경직경은 근경생산량과 고도의 정의 상관을 보여주었다. 경로계수분석을 통하여 경수, 엽수, 경직경순으로 근경생산에 직접효과를 준다는 결과를 얻을 수 있었다. 엽수를 통한 초장의 간접효과가 가장 크게 나타났고, 엽수를 통한 엽장, 엽폭과 경직경을 통한 초장, 엽장, 엽폭에서도 간접효과가 관찰되었다. 선발의 관점에서 볼 때, 초장, 엽수, 경수와 같은 특성들은 좋은 유전형을 선발하기에 적합하다고 여겨진다.

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일 도시 초등학생들의 건강행위 분석 (Analysis on Health Behavior of Elementary Students from an Urban Area)

  • 이정렬;유일영;임미영
    • 한국보건간호학회지
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    • 제11권2호
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    • pp.73-82
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    • 1997
  • This study was done to analyze the health behavior of 5.166 elementary students from a urban city. They were students in grades 4. 5 and 6 attending five elementary schools which were selected from a city close to the capital city of Seoul. Health behaviors were measured using a questionnaire which was developed by WHO and was used by European countries. The data was managed and analysed using DBASE and SAS computer programs. The results of this study were as follows: 1. Eating behavior $\cdot$ Having Breakfast : Male students who were older had a higher number reporting having no breakfast(p< .05) $\cdot$ Taking Supplements : Older students had a higher number reporting taking nutrition supplements(p<.05) $\cdot$ Drinking milk: Female students had a lower number reporting drinking milk (p<.05). $\cdot$ Taking snacks : Female students who were older had a higher number reporting taking snacks(p< .05). $\cdot$ Drinking boiled water Male students had a lower number reporting drinking boiled water(p<.05). 2. Using seat belt Female students who were older had a lower number reporting using seat belt(p<.05). 3. Smoking : Male students who were younger had a higher number reporting experience with smoking(p <.05). 4. Personal hygiene $\cdot$ Washing hands before meals : Male students who were younger had a lower number reporting washing hands before meals(p<.05). $\cdot$ Brushing teeth: Male students had a lower number reporting brushing teeth(p<.05). 5. Reading distance : Younger students had a higher number reporting near reading distance(p<.05). 6. Exercise: Female students who were younger reported less exercise(p<.05). 7. Sewage Managing : Male students had a lower number reporting separating of garbage according to recyclability(p<.05).

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저레이놀즈수 k-$\varepsilon$난류모형 개선에 관한 연구 (A Study on the Development of Low Reynolds Number k-$\varepsilon$ Turbulence Model)

  • 김명호;신종근;최영돈
    • 대한기계학회논문집
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    • 제16권10호
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    • pp.1940-1954
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    • 1992
  • 본 연구에서는 가공기 자체의 파라메터와 성능에 관한 연구로서 출력 에너지 가 서로 다른 가공기를 사용하여 SUS 304 스테인리스 시험편을 관통, 절단하면서 출력 에너지와 최대 출력을 비교하여 보고, 시험편 관통시 주파수와 출력 에너지와의 관계, 시험편 관통시 응융 금속 제거량에 의한 절단 속도의 예측, 서로 다른 출력의 가공에 있어서 슬릿 절단 폭, 커프 폭, 드로스 길이, 절단면의 표면 거칠기 등을 비교하여 출 력차에 따른 가공 특성을 고찰하였다.

첨가제에 따른 경유연료의 세탄가 유도세탄가 및 세탄지수 분석 (Determination of the Cetane Number, Derived Cetane Number and Cetane Index for Diesel Fuel by Additives)

  • 임영관;김종렬;정충섭;임의순;김동길
    • Korean Chemical Engineering Research
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    • 제48권3호
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    • pp.375-381
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    • 2010
  • 압축착화엔진용 경유연료 세탄가는 연료의 착화성을 나타내는 연료의 주요 특성중의 하나이다. 기존 CFR 엔진을 이용한 세탄가 분석의 번거로움을 피하기 위해 세탄가를 세탄지수로 대체하여 사용하고 있으나, 현재 다양한 첨가제에 의한 세탄가와 세탄지수 값의 차이를 보이고 있다. 본 연구에서는 첨가제로서 바이오디젤, 등유유분, 세탄가향상제를 베이스경유에 일정 비율로 혼합한 뒤, 세탄가, 유도세탄가 및 세탄지수를 분석하였다. 연구결과, 첨가제에 의한 세탄가와 유도세탄가는 유사한 결과값을 보였지만 세탄지수는 바이오디젤과 세탄가향상제 첨가시 현저한 분석값 차이를 보였다.