• Title/Summary/Keyword: 2단계 군집분석

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Correlation Analysis between Climatic Factors and Radial Growth and Growth Prediction for Pinus densiflora and Larix kaempferi in South Korea (소나무와 일본잎갈나무의 연륜생장과 기후 요소와의 상관관계 분석 및 생장예측)

  • Chung, Junmo;Kim, Hyunseop;Kim, Meesook;Chun, Yongwoo
    • Journal of Korean Society of Forest Science
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    • v.106 no.1
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    • pp.77-86
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    • 2017
  • This study was conducted to analyze the relationship among climatic factors and radial growth of Pinus densiflora and Larix kaempferi in South Korea. To determine the climate-growth relationship, cluster analysis was applied to group surveyed regions by the climatical similarity, and a dendroclimatological model was developed to predict radial growth for each climate group under the RCP 4.5 and RCP 8.5 scenarios for greenhouse gases. The cluster analysis showed four climatic clusters (Cluster 1~4) from 10 regions for P. densiflora and L. kaempferi. The dendroclimatological model was developed through climatic variables and standardized residual chronology for each climatic cluster of P. densiflora and L. kaempferi. Four climatic variables were used in the models for P. densiflora ($R^2$ values between 0.38 to 0.58). Two to five climatic variables were used in the models for L. kaempferi ($R^2$ values between 0.31 to 0.43). The growth simulations with two RCP climate-change scenarios(RCP 4.5 and RCP 8.5) were used for growth prediction. The radial growth of the Cluster 4 of P. densiflora, the mountainous region at high elevation, tend to increase, while those of cluster 2 and 3 of P. densiflora, the region of the hightest average temperature, tends to decrease. The radial growth of the Cluster 1 of L. kaempferi the region of the lowest minimum temperature, while that of Cluster 2, the region of the highest average temperature, tends to decrease. The radial growth of Cluster 3 of L. kaempferi, the region in the east coast and Cluster 4, the region at high elevation, tends to hold steady. The results of this study are expected to provide valuable information necessary for predicting changes in radial growth of Pinus densiflora and Larix kaempferi caused by climate change.

Segmentation of Cooperatives' Mutuality Bank for Effective Risk Management using Factor Analysis and Cluster Analysis

  • Cho, Yong-Jun;Ko, Seoung-Gon
    • Journal of the Korean Data and Information Science Society
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    • v.19 no.3
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    • pp.831-844
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    • 2008
  • Since cooperatives consist of many distinct members in the management environment and characteristics, it is necessary to make similar cooperatives into a few groups for the effective risk management of cooperatives' mutuality bank. This paper is a priori research for suggesting a guidance for effective risk management of cooperatives with different management strategy. For such purpose, we propose a way to group the members of cooperative's mutuality bank. The 30 continuous variables which is relative to cooperatives' management status are considered and six factors are extracted from those variables through factor analysis with empirical consideration to avoid wrong grouping and to enhance the practical interpretation. Based on extracted six factors and additional 3 categorical variables, six representative groups are derived by the two step clustering analysis. These findings are useful to execute a discriminatory risk management and other management strategy for a mutuality bank and others.

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Spatial and Seasonal Patterns of Polychaete Community During the Reclamation and Dredging Activities for the Construction of the Pohang Steel Mill Company in Kwangyang Bay, Korea (광양제철소 건설을 위한 매립과 준설공사 기간중 저서 다모류 군집의 공간 및 계절 변화)

  • JUNG Rae-Hong;HONG Jae-Sang;LEE Jae-Hac
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.30 no.5
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    • pp.730-743
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    • 1997
  • Community structure and distribution patterns of benthic polychaetes were studied in Aug. 1983 and Feb. 1984 in Kwangyang Bay, Korea. During the study period, the large-scale reclamation and dredging operations were taking place. Polychaetes were composed of 76 species with a mean density of $342\;ind.{\cdot}m^{-2}$ during the summer 1983 and 77 species with a mean density of $437\;ind.{\cdot}m^{-2}$ during the winter 1984. Community structure indices were applied to the seasonal data. The stations influenced by the Seomjin river are characterized by a low species number and low diversity, while the stations located in channel regions represent high species richness and highdiversity. The inner bay stations showed the intermediate level in terms of species richness and diversity. On the basis of taxa composition and abundance in summer, the cluster analysis indicated that the study area was divided into live regions. The main factors that govern the polychaete distributions appeared to be the fresh water run-off and bottom sediment composition. However, a slight difference was observed in winter community, and changes in composition of the dominant species were found from Lagis bocki and Chone teres to Glycinde gurjanovae and Heteromastus filiformis. As a result, the broad scale reclamation and dredging activities may have played a role in changes of the polychaete community structure and the dominant species composition in Kwangyang Bay.

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Segmentation Method of Overlapped nuclei in FISH Image (FISH 세포영상에서의 군집세포 분할 기법)

  • Jeong, Mi-Ra;Ko, Byoung-Chul;Nam, Jae-Yeal
    • The KIPS Transactions:PartB
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    • v.16B no.2
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    • pp.131-140
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    • 2009
  • This paper presents a new algorithm to the segmentation of the FISH images. First, for segmentation of the cell nuclei from background, a threshold is estimated by using the gaussian mixture model and maximizing the likelihood function of gray value of cell images. After nuclei segmentation, overlapped nuclei and isolated nuclei need to be classified for exact nuclei analysis. For nuclei classification, this paper extracted the morphological features of the nuclei such as compactness, smoothness and moments from training data. Three probability density functions are generated from these features and they are applied to the proposed Bayesian networks as evidences. After nuclei classification, segmenting of overlapped nuclei into isolated nuclei is necessary. This paper first performs intensity gradient transform and watershed algorithm to segment overlapped nuclei. Then proposed stepwise merging strategy is applied to merge several fragments in major nucleus. The experimental results using FISH images show that our system can indeed improve segmentation performance compared to previous researches, since we performed nuclei classification before separating overlapped nuclei.

Structure of Forest Communities in Chiak Mountain National Park - Case Study of Guryong Temple - Birobong Area - (치악산 국립공원의 삼림군집 구조 -구룡사-비로봉지역을 중심으로-)

  • 박인협;이경재;조재창
    • Korean Journal of Environment and Ecology
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    • v.2 no.1
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    • pp.1-8
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    • 1988
  • To investigate the forest structure of Guryongsa-Birobong area in Mt. Chiak, four districts were selected and forty-five plots were set up at the districts. The leading dominant species of District I, the valley forest in which users' density was very high. was Pinus densiflora. That of District II, the valley forest in which users' density was high. and Districs III, the valley forest in which entering was restricted recently. was Comus controversa. That of District III, the ridge forest in which users' density high, was Quercus mongolica. Species diversities of District I, II, III, and IV were 1.3252, 1.3736, 14421, and 1.2546, respectively. DCA ordination were showed that successional trends of tree species seem to be from Pinus densiflora through Quercus spp. to Carpinus laxtflora in ridge and midslope forest and from Pinus densiflora through Quercus spp. to Comtus controversa and Carpinus cordata.

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밀도 기반 공간 군집체계를 반영한 해양사고 위험 예측 모델 개발에 관한 연구

  • 양지민;최충정;백연지;임광현;노유나
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.05a
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    • pp.146-147
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    • 2023
  • 해양사고는 도로교통과 달리 지속적으로 증가하고 있으며, 인명피해가 주로 발생하는 주요 사고의 치사율은 도로교통의 11.7배 이상이다. 해양사고는 외부 환경에 따라 사고 위치가 변하고 즉각적인 조치가 어려워 타 교통에 비해 대형 사고로 이어질 가능성이 매우 크다. 그러나 여전히 사고가 발생하고 난 후 대응하는 등 사후적 관리 단계에 무르고 있어 사고의 주요 요인을 사전에 식별·관리하는 선제적 관리단계로의 전환 필요성이 대두되고 있다. 따라서 본 연구에서는 해양사고 발생 지점 밀도 기반의 가변 공간 군집체계를 반영한 해양사고 예측모델을 개발하였다. 반복적인 공간 가산분석을 통해 밀도가 높을수록 작은 규모의 격자 체계를 가질 수 있도록 상세한 공간 군집체계를 구성하였으며, 단순 사고 위험도 예측뿐만 아닌 사고 인과관계를 설명할 수 있는 BN(Bayesian Network) 기반의 모형을 사용하여 해양사고 위험예측 모델을 개발하였다. 또한, Cost-of-Omission을 통해 해양사고 예측확률의 변화와 각 변수들의 영향력을 확인하였으며, 월별 해양사고예측 결과를 GIS를 활용하여 2D/3D 기반으로 시각화하였다.

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Moving Object Tracking Using Co-occurrence Features of Objects (이동 물체의 상호 발생 특징정보를 이용한 동영상에서의 이동물체 추적)

  • Kim, Seongdong;Seongah Chin;Moonwon Choo
    • Journal of Intelligence and Information Systems
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    • v.8 no.2
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    • pp.1-13
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    • 2002
  • In this paper, we propose an object tracking system which can be convinced of moving area shaped on objects through color sequential images, decided moving directions of foot messengers or vehicles of image sequences. In static camera, we suggests a new evaluating method extracting co-occurrence matrix with feature vectors of RGB after analyzing and blocking difference images, which is accessed to field of camera view for motion. They are energy, entropy, contrast, maximum probability, inverse difference moment, and correlation of RGB color vectors. we describe how to analyze and compute corresponding relations of objects between adjacent frames. In the clustering, we apply an algorithm of FCM(fuzzy c means) to analyze matching and clustering problems of adjacent frames of the featured vectors, energy and entropy, gotten from previous phase. In the matching phase, we also propose a method to know correspondence relation that can track motion each objects by clustering with similar area, compute object centers and cluster around them in case of same objects based on membership function of motion area of adjacent frames.

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Plant Community Structure of Muju Resort Golf Course in T$\v{o}$kyusan National Park (덕유산 국립공원내 무주리조트 골프장예정지 식물군집구조)

  • Lee, Kyong-Jae;Cho, Woo;Han, Bong-Ho
    • Korean Journal of Environment and Ecology
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    • v.7 no.2
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    • pp.118-134
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    • 1994
  • This study was conducted to investigated the plant community structure and to revaluate the part of plant ecosystem on statement of environmental impact assessment in Muju resort golf course, Solch'on area, Tokyusan National Park. The actual vegetation was comprised of Pinus densiflora-Quercus mongolica-Q. serrata community(33.21%), Q. spp. community(27.30%), P. densiflora community(20.68%) and high mountain marsh(4.93%) etc., which communities were the major vegetation and the forest vegetation was came to being a peculiar to environmental condition. The degree of green naturality 8, 9 was covered 93% in survey area, and so this result reflect the stability of ecosystem. There was all the difference between the statement of environmental impact assessment of development concerned and this study result in the estimation of degree of green naturality. The plant community were divided into six groups in fifty-four plots by DCA and the dividing groups were P. densiflora, P. densiflora-Q. mongolica, P. densiflora-Q. serrata-F. mandschurica-B. davurica, Q. mongolica-Q. serrata-P. densiflora, Q. mongolica-Q. variabilis, Salix koreansis- B. davurica community. Except P. densiflora forest in survey site, the ecological succession trend of the other communities was seemed to be from P. densiflora to Q. spp.

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Korean Automated Scoring System for Supply-Type Items using Semi-Supervised Learning (준지도학습 방법을 이용한 한국어 서답형 문항 자동채점 시스템)

  • Cheon, Min-Ah;Seo, Hyeong-Won;Kim, Jae-Hoon;Noh, Eun-Hee;Sung, Kyung-Hee;Lim, EunYoung
    • Annual Conference on Human and Language Technology
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    • 2014.10a
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    • pp.112-116
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    • 2014
  • 서답형 문항은 학생들의 종합적인 사고능력을 판단하는데 매우 유용하지만 채점할 때, 시간과 비용이 매우 많이 소요되고 채점자의 공정성을 확보해야 하는 어려움이 있다. 이러한 문제를 개선하기 위해 본 논문에서는 서답형 문항에 대한 자동채점 시스템을 제안한다. 본 논문에서 제안하는 시스템은 크게 언어 처리 단계와 채점 단계로 나뉜다. 첫 번째로 언어 처리 단계에서는 형태소 분석과 같은 한국어 정보처리 시스템을 이용하여 학생들의 답안을 분석한다. 두 번째로 채점 단계를 진행하는데 이 단계는 아래와 같은 순서로 진행된다. 1) 첫 번째 단계에서 분석 결과가 완전히 일치하는 답안들을 하나의 유형으로 간주하여 각 유형에 속한 답안의 빈도수가 높은 순서대로 정렬하여 인간 채점자가 고빈도 학생 답안을 수동으로 채점한다. 2) 현재까지 채점된 결과와 모범답안을 학습말뭉치로 간주하여 자질 추출 및 자질 가중치 학습을 수행한다. 3) 2)의 학습 결과를 토대로 미채점 답안들을 군집화하여 분류한다. 4) 분류된 결과 중에서 신뢰성이 높은 채점 답안에 대해서 인간 채점자가 확인하고 학습말뭉치에 추가한다. 5) 이와 같은 방법으로 미채점 답안이 존재하지 않을 때까지 반복한다. 제안된 시스템을 평가하기 위해서 2013년 학업성취도 평가의 사회(중3) 및 국어(고2) 과목의 서답형 문항을 사용하였다. 각 과목에서 1000개의 학생 답안을 추출하여 채점시간과 정확률을 평가하였다. 채점시간을 전체적으로 약 80% 이상 줄일 수 있었고 채점 정확률은 사회 및 국어 과목에 대해 각각 98.7%와 97.2%로 나타났다. 앞으로 자동 채점 시스템의 성능을 개선하고 인간 채점자의 집중도를 높일 수 있도록 인터페이스를 개선한다면 국가수준의 대단위 평가에 충분히 활용할 수 있을 것으로 생각한다.

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A study on Somatotype Classification of the Early Middle-Aged Women (중년 전기 여성의 체형 유형화에 관한 연구)

  • 심정희
    • Journal of the Korean Society of Clothing and Textiles
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    • v.25 no.8
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    • pp.1386-1397
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    • 2001
  • The purpose of this study was to classify and analyze the somatotype of early middle-aged women and to provide its total data for clothing construction, and to improve clothing culture. The subjects were 277 early middle-aged women between 35 and 44 years old. Data were collected through anthropometry and photometry and analyzed by factor analysis, cluster analysis and discriminant analysis. The results were as follows; 1. The result of factor analysis indicated that 10 factors were extracted through factor analysis and those factors comprised 86.13 percent of total variance. 2. Using factor scores, cluster analysis was carried out and the subject were classified into 4 cluster. Type 1 is tall, slim, and X type in front. Type 2 is standard height and weight, short upper body, and hip-protruded on the side. Type 3 is standard height, thin, H type in front, back and hip are clearly protruded, and lean-back type on the side. Type 4 is standard height, fat, and long upper body. 3. According to the stepwise discriminant analysis, the 8 important iems is classifying the somatotype of early middle-aged women are as follows : bust girth, back length hip breadth-waist breadth, back protruded point depth(back)-back waist depth(back), hip tangent tilt, hip depth(back) waist dapth(back), bust depth-waist depth, and cervical hight, The correct classification rate for these items is as exact as 83.20%.

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