• Title/Summary/Keyword: K-평균 군집법

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Classification of Korean Polygonatum Collections Based on Cluster Analysis (군집분석에 의한 한국 자생 둥글레속 수집종의 분류)

  • Yoon, Jong-Sun;Son, Seok-Yong;Hong, Eui-Yeon;Kim, Ik-Hwan;Yoon, Tae;Lee, Chul-Hee;Lee, Chul-Hee
    • Korean Journal of Plant Resources
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    • v.15 no.3
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    • pp.260-268
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    • 2002
  • Morphological characteristics and growth patterns of 20 Polygonatum collections indigenous to Korea were examined and the collections were classified to obtain the basic data for practical use of Polygonatum genetic resources. Based on the cluster analysisi 20 collections were distinctly classified into seven groups with average distance greater than 0.6 between groups. Group I was p. sibiricum Delar, and group II included p. odoratum var. pluriforum Ohwi, P. odoratum var. pturiforum Ohwi 'Variegata' and P. odoratum var. maximowiczii Koidz.. Group III was P. odoratum var. thunbergii Hara, group IV included P. lasianthum var. coreanum Nakai, and group V was P. involucratum Maxim. and P. desoulavyi Komarov. group Ⅵ was P. inflatum Komarov and group Ⅶ was P. humile Fischer ex. Maxim. Morphologically, group I was larger than the other groups, group II and III were medium, and group IV to Ⅶ were small. In the classification of genus Polyognatum, stem length, stem habit, phyllotaxis, stem angularity, petiole, inflorescence, perianth, bract and rhizome were particularly important characters. Group I to III were thought to be useful as the edible and medicinal resources plants, and group IV to Ⅶ were thought to be useful as ornamental plants.

An Analysis on Perception of Mothers about Career for Elementary Science-Gifted Children (초등과학영재 어머니들의 자녀 진로에 대한 인식 분석)

  • Kwon, Yoon-Ah;Kim, Hyo-Nam
    • Journal of The Korean Association For Science Education
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    • v.37 no.4
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    • pp.577-586
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    • 2017
  • The purpose of this study is to try to structuralize the perception of the mothers of science-gifted elementary students using the concept mapping approach. The mothers who participated in this research had children who were 5th and 6th graders selected as science-gifted by a regional education office, a science high school and two national universities in a city. One of the authors interviewed 26 mothers, and extracted 50 general statements of their perceptions about the career path of their children. Ten mothers who participated in interviews sorted a shuffled pack of statement cards. The categorization of the statements into the dissimilarity matrix was carried out by SPSS multidimensional scaling analysis and hierarchical cluster analysis to generate a conceptual diagram. After that 140 mothers rated each statement using a Likert-type response scale from one to five. The result showed six clusters of parental views such as were 'Burden of private education, grades and going to the next grade,' 'Thinking about career guidance in gifted education and school,' 'Parental roles in child career education,' 'Difficulties in career guidance at home,' 'Demand for strengthening the parental capacity for career guidance,' and 'Demand for social support.' 'Demand for social support' obtained the highest sympathy from mothers of elementary science gifted.

Tin-Based Nanoparticles Prepared by a Wet Chemical Synthesis using Green Reducing and Capping Agents (화학적 습식 합성법에서 친환경 슈거 환원제 및 젤라틴 캡핑제에 의한 주석계 나노입자의 제조)

  • Chee, Sang-Soo;Yun, Young-En;You, Eun-Sun;Park, Sang-Hyun;Park, Sung-Young;Lee, Seok-Hee;Park, In-Seon;Lee, Jong-Hyun
    • Journal of the Microelectronics and Packaging Society
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    • v.19 no.4
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    • pp.25-31
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    • 2012
  • In the synthesis of nanoparticles (NPs) via wet chemical reduction using tin(II) acetate precursor, the effects of green reducing agents (sugar) and a capping agent (gelatin) on the formation of NPs were analyzed as functions of synthesis conditions and time. When glucose was used as the reducing agent, it was observed that irregular chainlike shapes, aggregates of NPs, were formed during the synthesis at $70-110^{\circ}C$. The NPs were determined as $SnO_2$ from the fast Fourier transform (FFT) pattern. In the synthesis at $110^{\circ}C$ by using sucrose, fine spherical NPs of ~10 nm in diameter were formed after the synthesis time of 3 h. As the time increased to 9 h, the chainlike NP aggregates besides irregularly aggregated spherical NPs were also formed locally. However, the chainlike NP aggregates were only observed when the synthesis was conducted at $130^{\circ}C$. The spherical NPs and chainlike NP aggregates were analyzed to be pure Sn and $SnO_2$, respectively.

Calculation of the Peak-hour Ratio for Road Traffic Volumes using a Hybrid Clustering Technique (혼합군집분석 기법을 이용한 도로 교통량의 첨두율 산정)

  • Kim, Hyung-Joo;Chang, Justin S.
    • Journal of Korean Society of Transportation
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    • v.30 no.1
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    • pp.19-30
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    • 2012
  • The majority of daily travel demands concentrate at particular time-periods, which causes the difficulties in the travel demand analysis and the corresponding benefit estimation. Thus, it is necessary to consider time-specific traffic characteristics to yield more reliable results. Traditionally, na$\ddot{i}$ve, heuristic, and statistical approaches have been applied to address the peak-hour ratio. In this study, a hybrid clustering model which is one of the statistical methods is applied to calculate the peak-hour ratio and its duration. The 2009 national 24-hour traffic data provided by the Korea institute of Construction Technology are used. The analysis is conducted dividing vehicle types into passenger cars and trucks. For the verification for the usefulness of the methodology, the toll collection system data by the Korea Express Corporation are collected. The result of the research shows lower errors during the off-peak hours and night times and increasing error ratios as the travel distance increases. Since the method proposed can reduce the arbitrariness of analysts and can accommodate the statistical significance test, the model could be considered as a more robust and stable methodology. It is hoped that the result of this paper could contribute to the enhancement of the reliability for the travel demand analysis.

The Classification of Forest by Cluster Analysis in the Natural Forest of the Southern Region of Baekdudaegan Mountains (Cluster 분석에 의한 백두대간 남부권역 천연림의 산림 분류)

  • Lee, Jeong-Min;Hwang, Kwang-Mo;Kim, Ji-Hong
    • Journal of Korean Society of Forest Science
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    • v.103 no.1
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    • pp.12-22
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    • 2014
  • This study was carried out to classify forest communities and to aggregate forest cover types for the complex and diversified natural forest areas of Hwangaksan, Bakseoksan, Deogyusan, and Jirisan in southern region of Baekdudaegan Mountains. The vegetation data were collected by point-centered quarter sampling method. Eight hundred fifty one sample points were subjected to cluster analysis to classify 18 forest communities, which were aggregated into 7 representative forest cover types on the basis of community similarity from composition of canopy species. They were mixed mesophytic forest cover type, the others deciduous forest cover type, Quercus variabilis-Quercus serrata cover type, Quercus mongolica cover type, Pinus densiflora cover type, Carpinus laxiflora cover type, and Abies koreana cover type. The Quercus mongolica cover type was most widely distributed in the study areas, and this cover type tended to occur in the place of higher altitude as latitude was getting lower. Mixed mesophytic forest and the others deciduous forest cover type were commonly distributed in the areas of valley, on the other hand, Quercus mongolica cover type and Pinus densiflora cover type tended to be distributed in the areas of ridge.

A Classification of Climatic Region in Korea Using GIS (GIS를 이용한 한국의 기후지역 구분)

  • Park, Hyun-Wook;Moon, Byung-Chae
    • Journal of the Korean Geographical Society
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    • v.33 no.1
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    • pp.17-40
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    • 1998
  • The purpose of this study is to classify climatic environment according to its characteristics in Korea using GIS. The necessary condition of climatic division is that it is able to indicate climatic phenomena systematically and it has scientific persuasive power. Precipitaiton, rainfall days, temperature and weather entropy which are consist of Korean climatic elements are of advantage to indicate climatic phenomena systematically. GIS(Geographic Information System)has scientific persuasive power. This paper shows the time-spatial variations of each climatic elements, using GIS to precipitation, rainfall days, Temperature and weather entropy in Korea. And writers tried to know these regional characteristics and to divide the detailed climatic environment objectively and systematically. The main result of this study is that the regional division of climatic environment in Korea can be classified into 8 types, in details, 26 or 48 types.

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Mobile App Analytics using Media Repertoire Approach (미디어 레퍼토리를 이용한 스마트폰 애플리케이션 이용 패턴 유형 분석)

  • Kwon, Sung Eun;Jang, Shu In;Hwangbo, Hyunwoo
    • The Journal of Society for e-Business Studies
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    • v.26 no.4
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    • pp.133-154
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    • 2021
  • Today smart phone is the most common media with a vehicle called 'application'. In order to understand how media users select applications and build their repertoire, this study conducted two-step approach using big data from smart phone log for 4 weeks in November 2019, and finally classified 8 media repertoire groups. Each of the eight media repertoire groups showed differences in time spent of mobile application category compared to other groups, and also showed differences between groups in demographic distribution. In addition to the academic contribution of identifying the mobile application repertoire with large scale behavioral data, this study also has significance in proposing a two-step approach that overcomes 'outlier issue' in behavioral data by extracting prototype vectors using SOM (Sefl-Organized Map) and applying it to k-means clustering for optimization of the classification. The study is also meaningful in that it categorizes customers using e-commerce services, identifies customer structure based on behavioral data, and provides practical guides to e-commerce communities that execute appropriate services or marketing decisions for each customer group.

A Similar Price Zone Determination of Public Land Price Using a Hybrid Clustering Technique (평균연결법과 K-means 혼합클러스터링 기법을 이용한 공시지가 유사가격권역의 설정)

  • Yi Seong-Kyu;Park Soo-Hong;Hong Sung-Eon
    • Journal of the Korean Geographical Society
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    • v.41 no.1 s.112
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    • pp.121-135
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    • 2006
  • Even though the similar land price zone is very important element in the public land appraisal procedure, the concept is implicitly described and applied into the actual land appraisal system. This situation makes it worse when applying for the automatic selection of a comparative standard land parcel. In addition, the division of similar land price zones requires the objective and reasonable process for improving ALPAS(Automatic land Price Appraisal System), which becomes an issue today. To solve the similar land price zone determination problem that is caused by the lack of objective numerical standard, this study proposed a similar land price zone determination method using a hybrid clustering technique. Results showed that this hybrid clustering method that applied into the test area could easily detect similar land price zones with considerable accuracy levels, which are verified with some test statistics and real comparative standard land parcels done by manually.

Community Structure of Macrobenthic Assemblages around Gijang Province, East Sea of Korea (동해 기장군 주변해역에 서식하는 대형저서동물의 군집구조)

  • Kim, Dae-Ik;Seo, In-Soo;Moon, Chang-Ho;Choi, Byoung-Mi;Jung, Rae-Hong;Son, Min-Ho
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.16 no.2
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    • pp.97-105
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    • 2011
  • This study investigated the community structure and spatio-temporal variation of macrobenthic assemblages around Gijang Province, East Sea of Korea. Macrobenthos collected seasonally using a modified van Veen grab sampler from March to November 2006. A total of 157 macrobenthic fauna were collected. The overall average macrobenthos density were $552 \;ind/m^2$. The species number of macrobenthos was in the range from 62 in winter and spring to 122 in autumn. On the other hand, abundance fluctuated between 6,540 (in spring) and 17,920 (in autumn) inds./$18m^2$. Cluster analysis and non-metric multi-dimensional scaling (nMDS) were applied to assess the spatio-temporal fluctuation in the macrobenthic assemblages. Cluster analysis and nMDS ordination analysis based on the Bray-Curtis similarity identified 3 station groups. The group 1 (station 8~10, 12, 13, 17 and 18) was characterized by high abundance of the polychaete Lumbrineris longifolia, the bivalve Ennucula tenuis and the Amphipoda spp., with mean phi range from $6.2{\Phi}$ to $7.1{\Phi}$ (above 50m water depth). The group 2 (station 5~7, 11, 14~16) was numerically dominated by the po1ychaete Ampharete arctica and the bivalve Theorafragilis (mean phi: $6.0{\sim}7.0{\Phi}$; within 40 m water depth). Finally group 3 (station 1~4) was characterized by high density of the polychaetes Magelona japonica and Sternaspis scutata, with mean phi range from $3.5{\Phi}$ to $6.9{\Phi}$ (below 30 m water depth). In conclusion, the Macrobenthic community structure showed a distinct spatial and temporal trend, which seemed to be related to the water depth and sediment composition.

Multi-metric Index Assessments of Fish Model and Comparative Analysis of Community (남한강 상류 수계에서 어류의 다변수 모델 지수 산정 및 군집지수와의 비교평가)

  • Lee, Jae-Hoon;Hong, Young-Pyo;An, Kwang-Guk
    • Korean Journal of Ecology and Environment
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    • v.40 no.2
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    • pp.327-336
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    • 2007
  • This study assessed ecological health using a multi-metric fish model from 15 sites in the headwater watershed of southern Han River during June${\sim}$August 1999 and then compared the health with conventional community diversity index to figure out differences between health and diversity index. For the analysis, we adopted 10 metric IBI model for regional applications. During this survey, total number of species sampled were 24 (6 families) and varied depending on magnitude of ecological disturbance and stream order. In the mountainous streams, mean proportion of sensitive and insectivore species was composed of 91% and 56%, respectively, indicating a potential healthy conditions. However, tolerant species with 66% and omnivore species with 76% were sampled from the 2nd order stream, which was shown deterioration in the physical habitat quality. In the overall watershed, mean IBI value was 38, judging as "fair" condition by the health criteria. Values of Individual IBI were closely associated with stream order and this pattern was similar to other mountainous streams showing low chemical pollutions and disturbance. Our comparison between IBI and diversity index over the stream order showed a distinct difference; Shannon-Weaver diversity index overestimated the actual community conditions and the variation range in the 2nd order stream was greater in the diversity index. Overall data suggest that the multi-metric approach may to a useful tool for stream ecosystem management and the conventional diversity index may not effective unless the stream order is considered for the stream evaluation.