• Title/Summary/Keyword: 군분류 기법

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Fashion Category Oversampling Automation System

  • Minsun Yeu;Do Hyeok Yoo;SuJin Bak
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.1
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    • pp.31-40
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    • 2024
  • In the realm of domestic online fashion platform industry the manual registration of product information by individual business owners leads to inconvenience and reliability issues, especially when dealing with simultaneous registrations of numerous product groups. Moreover, bias is significantly heightened due to the low quality of product images and an imbalance in data quantity. Therefore, this study proposes a ResNet50 model aimed at minimizing data bias through oversampling techniques and conducting multiple classifications for 13 fashion categories. Transfer learning is employed to optimize resource utilization and reduce prolonged learning times. The results indicate improved discrimination of up to 33.4% for data augmentation in classes with insufficient data compared to the basic convolution neural network (CNN) model. The reliability of all outcomes is underscored by precision and affirmed by the recall curve. This study is suggested to advance the development of the domestic online fashion platform industry to a higher echelon.

Phylogenetic Relationships and Genetic Diversity in Collected Resources of Carthamus tinctorius by Random Amplified Polymorphic DNA Markers (RAPD 마커에 의한 수집된 홍화자원에서 계통관계와 유전적 다양성)

  • Sung, Jung-Sook;Cho, Gyu-Taek;Lee, Gi-An;Baek, Hyung-Jin;Huh, Man-Kyu
    • Journal of Life Science
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    • v.20 no.12
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    • pp.1764-1771
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    • 2010
  • Carthamus tinctorius L. (Compositae) is an herb primarily distributed throughout in the world. The species is regarded as ecologically important in the world. Safflower was used for medicines, as well as making red (carthamin) and yellow dyes. We have used the RAPD technique to investigate the phylogenetic relationships and genetic diversity of C. tinctorius. We obtained 123 bands from all the 26 cultivars. The average number of bands was 9.5 per primer. The genetic diversity of safflower is found among cultivars and there is a high among-cultivar differentiation. The OPC18-01 band is the specific marker for Syria cultivar, whereas no products were detected in individuals from other country cultivars. We found seven phenetic bands for determining the specific marker of cultivars with SCAR markers. Though the number of individuals sampled for analysis was small and probably not fully representative of the total available diversity in C. tinctorius, this study demonstrates that the regions (Morocco, Syria, and Turkey) of the Mediterranean Sea were more variable than other regions with the exception of India. In this result, although only simple result of RAPD is difficult to assert the center of species diversity of C. tinctorius, the regions of the Mediterranean Sea may be the most probable candidate for the origin of safflower. India was also the candidate of the center or secondary center of species diversity of C. tinctorius. RAPD markers were effective in classifying cultivar levels of safflower.

Change of Fish Assemblage with Altered Flow Regime in Geum River (금강에서의 유량변동과 어류상 변화)

  • Seo, Jin-Won;Hong, Young-Pyo;Kim, Jeong-Kon;Park, Sang-Young;Kim, Gee-Hyoung;Ko, Ick-Hwan
    • Proceedings of the Korea Water Resources Association Conference
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    • 2007.05a
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    • pp.612-616
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    • 2007
  • 오랫동안 홍수조절, 용수공급, 전력생산, 레저 활동을 위해 건설된 댐들은 하천이나 호소의 생태적 기능보다는 치수 및 이수기능이 중요시되면서 운영 관리되어 왔다. 하지만 최근 들어 선진국을 중심으로 환경 및 생태의 중요성이 인식되면서 하천생태계 보호를 위한 환경유량 산정이 언급되고 있는데 이는 하천이 동 식물의 서식처로서 적절한 수질뿐만 아니라 수심, 유속, 하상재료, 먹이원, 어류를 보호할 수 있는 휴식 및 은신처 등의 다양한 조건을 제공할 수 있어야 한다고 제시되고 있다. 이들 조건 중 유량(Flow)은 하천에서 생물집단을 구성하는데 있어 물리적 서식조건의 주요한 결정인자로 작용하는데, 댐 하류하천의 자연유량(natural flow)을 변화시키면 생태학적 측면에서 기대치 않던 영향을 야기할 수 있다. 따라서 댐 건설 전 후의 자연유량과 조절유량 사이에서 생태학적 어류조사연구를 통한 차이점을 찾는 것은 매우 중요하다고 볼 수 있다. 본 연구의 최종목적은 수계 내 댐 건설 전 후의 어류군집과 유량 등 수리조건과의 연관성을 분석하여 하천구간별로 어류생태에 적합한 유량을 산정하는 것이다. 조사대상 구간은 금강본류를 대상으로 하되 용담댐과 대청댐을 중심으로 하여 10개 구간을 선정하였고. 과거로부터 2000년도까지와 용담댐 건설후인 $2002{\sim}2004$년도에 조사된 어류생태자료를 활용하였다. 용담댐 상류로부터 대청댐 하류에 이르기까지 전 구간을 대상으로 조사된 자료를 분석한 결과 총 20과 82종이 출현하였고, 이중 종 45종(54.9%)이 잉어과에 해당하며 미꾸리과(6종), 동자개과(4종), 망둑어과(5종)를 제외한 대다수의 분류군(Family)들은 단일 또는 2종으로만 구성되었다. 이들 중 천연기념물 제 259호로 지정되어 법적으로 보호되고 있는 어름치(금강에서 서식한 어름치를 따로 천연기념물 238호로 지정함)를 비롯하여 다묵장어를 포함한 7종의 멸종위기종이 확인되었다. 또한 각시붕어 등 총 29종(39.4%)의 높은 한국고유종 출현과 6종의 외래도입종도 확인되었다. 금강의 중 상류에 해당하는 구역을 포함하는 대청댐 상 하류 구간에서 대청댐 건설 전(1980년 이전)을 포함하는 2000년 이전 조사 자료가 가장 다양한 어류상과 특이어종(멸종위기종 및 한국고유종)을 보였고, 최근자료$(2002{\sim}2004)$를 살펴볼 때 용담댐 상 하류에서보다 대청댐 상 하류에서 멸종위기종(7종$\rightarrow$1종) 및 한국고유종(28종$\rightarrow$16종)의 출현감소와 외래도입종의 출현증가(1종$\rightarrow$6종)와 같은 주요한 어류군집 변화를 보였다. 이는 댐 건설에 따라 주로 계류성 어종을 중심으로 정수역 구간에서 인근 지류로 이동하게 되고 일부는 제한된 서식공간과 하천교란으로 인해 개체군이 극감하거나 일부 소멸된 종이 발생하였을 것으로 사료된다. 실측 유량자료 분석에 의하면 홍수기 최대유량 변화는 크지 않으나, 갈수기 최소유량은 크게 증가한 것을 알 수 있었고, 대다수 어류의 산란기인 봄철(5월, 6월) 최소유량은 증가하였으나, 최대유량은 감소한 것으로 분석되었다. 이러한 변화는 어류생태계에 긍정적인 면과 부정적인 면이 있으며, 향후 이러한 영향을 분석하기 위해 선택어종(Target species)별 생태환경 서식조건을 확인할 수 있는 조사기법 및 자료구축이 절실히 필요한 실정이다.

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Initial Change of Coleopteran Insect Community Affected by Anthropogenic Disturbances within Pine tree Forest (소나무림내 인위적 간섭에 따른 딱정벌레류 곤충 군집의 초기 변화에 관한 연구)

  • Roh, Seung Jin;Son, Jae Deok;Jeon, Jun Hyoung;Bae, Kwan-Ho;Kim, Hyun-Seop;Park, Sang Wook;Byun, Bong-Kyu
    • Korean Journal of Environment and Ecology
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    • v.29 no.4
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    • pp.539-551
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    • 2015
  • This study was carried out to investigate the changing pattern of forest insect communities in 2013 after harvesting of forest in 2012, and provide a basic data for the method of efficient management for preservation of forest biodiversity. Five types of cutting method in pine tree forest were selected to compare the coleopteran insect communities at Hajang-myeon, Gangwon-do, Korea, in 2013. In this study, we investigated the effects of timber harvest with green-tree retention on coleopteran insects. They were sampled with Lindgren funnel traps for five experimental sites during July to October, 2013. A total of 1,112 individuals in 156 species of 40 families by Lindgren funnel traps. Also, the analysis of coleopteran insects community was performed. Although the difference of density is not prominent among the survey areas in the early stages, it was appeared a tendency to increase in density and abundance of insects in the experimented sites excluding the control areas. Among them, strip clear-cutting area showed a increase of density and abundance in this study.

Association Study Between Dopamine Transporter Gene 40 bp VNTR and Antipsychotics-Induced Restless Legs Syndrome (도파민 수송체 유전자 다형성과 항정신병약물로 유발된 하지불안증후군의 연관성 연구)

  • Kang, Seung-Gul;Lee, Heon-Jeong;Choi, Jung-Eun;Kim, Leen;Jung, In-Kwa
    • Sleep Medicine and Psychophysiology
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    • v.15 no.1
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    • pp.39-43
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    • 2008
  • Objectives: The pathophysiology of restless legs syndrome (RLS) is not obvious, but many promising theories involve dopaminergic deficiency and genetic causes. The RLS is presumed to occur more frequently among schizophrenic patients who take antipsychotics, most of which blocks the dopamine receptors. This study aimed to investigate whether dopamine transporter gene (DAT1) 40 base pair (bp) variable number of tandem repeat (VNTR) polymorphism is associated with the antipsychotic-induced RLS in schizophrenia. Methods: We determined the diagnosis of RLS among the 190 Korean schizophrenic patients by the diagnostic criteria of the International Restless Legs Syndrome Study Group (IRLSSG). Genotyping was performed for the 40bp VNTR in DAT1 gene using polymerase chain reaction. Results: We separated the schizophrenic patients into 44 patients with RLS and 146 patients without RLS. The genotype and allele frequencies did not differ significantly between two groups. Conclusions: These results suggest that DAT1 gene 40bp VNTR is not associated with the antipsychotic-induced RLS in schizophrenia. To confirm these results, larger-scale association study is needed in the future.

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Classification of Rural Area by AHP Method (AHP법을 이용한 농촌지역유형 구분)

  • YANG, Won-Sik;KIM, Young-Joo;KO, Young-Bae;YOON, Yong-Cheol
    • Journal of agriculture & life science
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    • v.43 no.1
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    • pp.61-71
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    • 2009
  • The objectives of this study were to confirm the necessity of classifying rural areas into several zone, which is being required to carry out vanous regional development projects in rural areas sponsored by govermnent effectively, make the standard for the classification. To summarize the results obtained from this study are as follows Based on the evaluation on the resource amount, the region of eup and myeon in the five gun were classified into five type(A, B, C, D, E). From the classification result, 6 eup and myeon were classified into A type, 13 eup and myeon into B type, 14 eup and myeon into C type, 18 eup and myeon into D type, 11 eup and myeon into E type. This showed that the five belts were distributed evenly in the five gun. The regions of eup and key myeon in each gun were classified into A type(Urbanization). The evaluation on the resource amount of the region that held beautiful view of nature and great tourist attractions was high although the region was close to E type (Mountains) in geographical feature. The regional characteristics of each eup or myeon are different although eup and myeon that were located in the same gun or adjacent each other. Therefore, it is thought that when the project for development of rural areas is planned, the regional characteristic of each eup and myeon should be considered to utilize the potential of each region fully. In summary, it is believed that to get productive results from the development Project in rural areas, strategics should be different based on the regional characteristic of each zone.

Characteristics and Effects of Lifestyle Interventions for Community Dwelling Older Adults: A Systematic Review (지역사회 노인을 대상으로 적용한 라이프스타일 중재의 형태와 효과에 관한 체계적 고찰)

  • Won, Kyung-A;Shin, Yun Chan;Park, Sangmi;Han, Areum;Park, Ji-Hyuk
    • Therapeutic Science for Rehabilitation
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    • v.8 no.2
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    • pp.7-30
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    • 2019
  • Objective : The purpose of this study was to analyze the format and effects of lifestyle intervention provided to community dwelling older adults. This systematic review was written following the PRISMA guideline. Methods : The National Digital Science Library(NDSL), RISS, PubMed, and CINAHL were used to search for articles published from January 2008 to December 2017. In total, 20 articles were selected for the analysis and the risk of bias was screened through the Physiotherapy Evidence Database Scale. Lifestyle interventions in the articles were classified according to the disease of the participants. Results : Major contents of the lifestyle interventions were increased physical activity like moderately intensive exercise and education or training to help participants have a healthy diet. Of the 20 articles, 17 included more than 2 types of contents. Examining biochemical factors was the most common measurement among the multifaceted measurements used to assess the effects of lifestyle interventions. The results of the lifestyle interventions described in each article did not indicate congruent effects. 14 of the 20 articles reported the lifestyle interventions had significant effects. Conclusions : The results of this study could help practitioners select the contents of and provide lifestyle interventions to older adults. Further study on the various applications of lifestyle interventions in a community setting is necessary.

The Structure of Plant Community of the Woonsooam Valley in Jogyesan (Mt.), Suncheon (순천시 조계산 운수암 계곡부 식물군집구조)

  • Han, Bong-Ho;Choi, Jin-Woo;Noh, Tai-Hwan;Hur, Ji-Yeon
    • Korean Journal of Environment and Ecology
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    • v.28 no.1
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    • pp.45-54
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    • 2014
  • This study was carried out to investigate the ecological succession sere and conservative value, and to provide the basic data in Woonsooam Valley, in Jogyesan (Mt.) (altitude 884m), Suncheon City, Korea by analysing the structure of the plant community. Fifteen plots (size is $20m{\times}20m$) were set up at an altitude of range from 255m to 495m. As a result of analysis of DCA which is one of the ordination technique, the plant communities were divided into five groups which are community I (Pinus densiflora community), community II (Quercus variabilis-Quercus serrata community), community III (Q. serrata-Q. variabilis community), and community IV (Carpinus tschonoskii-Q. serrata community) and community v(Deciduous broad-leaved forest community). We found out that the vegetation of the study site located in the South Temperate Climate Zone. The study site is found out that Q. serrata community 34.4%, part of slope in valley is the distribution that dominant species is Q. serrata-Q. variabilis community 32.1%. And in valley showed Carpinus tschonoskii community 5.5%. And Sasa borealis was dominant species in the shrub layer. We couldn't supposed that the ecological succession sere of the study site, however we should do a long-term monitoring to investigate the changes of the ecological succession each plant community, According to the index of Shannon's diversity (unit: $400m^2$), community III was ranged from 1.0102 to 1.1013, community V was 0.9945, community II was ranged from 0.7913 to 1.1503, community IV was ranged from 0.8081 to 1.0749 and community I was 0.9273.

Molecular Monitoring of Eukaryotic Plankton Diversity at Mulgeum and Eulsukdo in the Lower Reaches of the Nakdong River (낙동강 하류 물금과 을숙도 수환경의 진핵 플랑크톤 종조성에 대한 분자모니터링)

  • Lee, Jee Eun;Lee, Sang-Rae;Youn, Seok-Hyun;Chung, Sang Ok;Lee, Jin Ae;Chung, Ik Kyo
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.17 no.3
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    • pp.160-180
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    • 2012
  • We have studied the eukaryotic plankton species diversity to compare the community structure of fresh and brackish waters in the lower reaches of the Nakdong River using metagenomic methods. We constructed 18S rDNA clone libraries of total DNAs extracted from environmental water samples collected at Mulgeum (MG100929, fresh) and Eulsukdo bridge (ES, brackish). Through the steps of colony PCR, PCR-RFLP, sequencing and similarity analysis, we discovered the diverse species composition of eukaryotic plankton. Total 338 clones (170 at MG100929 and 168 at ES) were analyzed, and then we found 74 phylotypes (49 for MG100929 and 25 for ES). From the phylogenetic analysis, we confirmed various eukaryotic plankton of broad range of taxonomic groups, including Stramenopiles, Cryptophyta, Viridiplantae, Alveolata, Rhizaria, Metazoa, and Fungi. We also found several unreported species in Korea and candidates of new taxonomic entities at levels higher than genus. Especially, the cryptic species diversity including unreported phylotypes of Pirsonia (Stramenopiles) and Perkinsea (Alveolata) suggests that the molecular monitoring method can produce new informative biological data in monitoring the changes in the Nakdong River Mouth ecosystem.

Prediction of Osteoporosis using Compositive Analysis of Trabecular Patterns on Proximal Femur (대퇴 근위부의 골소주 패턴에 대한 복합적인 분석을 통한 골다공증 예측 연구)

  • Lee, Ju-Hwan;Park, Sung-Yun;Jeong, Jae-Hoon;Kim, Sung-Min
    • The KIPS Transactions:PartB
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    • v.19B no.2
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    • pp.99-106
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    • 2012
  • The purpose of this study was to determine the evaluation parameters' osteoporosis predictability in accordance with measuring regions by analyzing the correlations between bone mineral density and trabecular patterns derived from different measuring regions. Experimental subjects were a total of 40 female patients after menopause aged over 40 years, and were classified into 20 control and 20 osteoporotic groups according to the T-score. Bone mineral density was measured on femoral neck, trochanter and ward's triangle by DEXA(Dual Energy X-ray Absorptiometry). We designated ROI(Region of Interest) with $50{\times}50$ pixel size on each measuring regions, and extracted trabecular patterns by using existing image processing method. We also selected a total of eight evaluation parameters that are categorized into structural(mean gray level, area, perimeter, thickness and terminal distance), skeletonized parameters(number, length) and fractal dimension. As a result, it was observed that area, perimeter, thickness, terminal distance, number, length and fractal dimension reflected the bone mineral density with high statistical validity(p<0.003). We also confirmed that the evaluation parameters could predict the osteoporosis more efficiently.