• 제목/요약/키워드: multivariate classification

검색결과 305건 처리시간 0.032초

낙동강 상류의 하천변 식생의 군락생태학적 연구 - I. 삼림 및 관목성 식생 - (A Synecological Study of the Riverside Vegetation of the Upper Stream of Nakdong River, Korea1a - I. Forest and Shrub Vegetation -)

  • 송종석
    • 한국환경생태학회지
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    • 제22권4호
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    • pp.443-452
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    • 2008
  • 경상북도 낙동강 상류부의 삼림 및 관목식물군락에 대해 식물사회학적 조사를 하였다. 그 결과 3군강에 속하는 10군락단위와 상급단위 미결정 4군락단위를 식별하였다: A-1 단풍나무-너도밤나무군강군, 물푸레나무-느릅나무군목, 미정의 군단: 1) 들메나무군락: 느티나무군목(가칭), 느티나무군단(가칭): 2) 느티나무군락, A-2 나도버들군강, 버드나무군목, 버드나무군단: 3)버드나무-왕버들군집, 4) 버드나무군집, 5) 시무나무군집, 6) 갯버들군집, 7) 눈갯버들군집, 8) 선버들군집, A-3 찔레꽃군강, 마-칡군목, 쥐다래-왕머루군단: 9)국수나무군락, 10)구기자나무군락, A-4 상급단위 미결정의 군락: 11) 누리장나무군락, 12) 가죽나무군락, 13) 아까시나무군락, 14) 족제비싸리군락. 본 연구에서 식별된 군락단위는 cluster분석의 결과와 아주 잘 일치하였다. 다변량 분석에 있어서 주성분분석의 결과는 이보다 덜 일치하였으나 인위적 영향에 따라 집합의 정도를 나타내는 것으로 해석되었다. 이들 삼림 및 관목의 식생단위는 일본의 것과 공통성이 높은 초본군락과는 달리, 군집레벨에서 한국에 고유한 다섯 개의 식생단위를 포함하였다. 이상의 군락생태학적 연구를 바탕으로 각 군락과 환경과의 관계, 자연보호 등에 관해 논하였다.

국소진행된 자궁경부암에 있어서의 예후인자 분석 (Analysis of Pretreatment Prognostic Factors in Locally Advanced Carcinoma of the Uterine Cervix)

  • 오도훈;하성환;이무송
    • Radiation Oncology Journal
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    • 제10권1호
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    • pp.69-76
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    • 1992
  • 국소진행된 자궁경부암에 있어서의 예후인자를 알아보기 위하여 1979년 3월부터 1986년 12월까지 서울대학교병원에서 근치적방사선치료를 시행받은 154명의 환자를 대상으로 후향적 분석을 시행하였다. FIGO 병기 IIIA, IIIB, IVA의 환자 수는 각각 8, 134, 12명 이었고 병기에 따른 5년 국소치료율은 각각 $58\%$, $51\%$, $27\%$이었으며 5년 무병생존율은 각각 $57\%$, $40\%$, $25\%$, 5년 생존율은 각각 $67\%$, $51\%$, $33\%$이었다. 단변수분석에 의하면 임신 횟수, 혈색소치, 전산화단층촬영상 골반측벽 침범소견이 국소치료율에 영향을 미치는 인자 이었고 임신 횟수, 혈색소치, 전산화단층촬영상의 골반측벽 침범소견과 함께 요로조영술상의 요로패쇄증, 전산화단층촬영상의 골반임파절 비대가 무병생존율에 영향을 미치는 인자 이었으며 생존율에 영향을 미치는 인자는 전산화단층촬영상의 골반측벽 침범소견 및 방광침범소견 이었다. 다변량분석에 의하면 국소치료율에 영향을 미치는 인자는 없었고 무병생존율에 영향을 미치는 인자는 전산화단층촬영상의 골반임파절 비대이었으며 생존율에 영향을 미치는 인자는 원발병소의 크기였다.

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다변량 분석에 의한 둥굴레속 식물의 분류 (Classification of Polygonatum spp. Collections Based on Multivariate Analysis)

  • 윤종선;손석용;김익환;홍의연;윤태;;정승근;박상일
    • 한국약용작물학회지
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    • 제10권5호
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    • pp.333-339
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    • 2002
  • 둥굴레속 식물의 활용도를 높이기 위한 기초 자료를 얻고자 변종 포함 10종(種) 20영양계(營養系)를 재배한 후 특성을 조사하고 주성분 분석과 군집 분석을 통하여 분류하였다. 주성분 분석 결과 제 1주성분은 전체 분산의 54.10%, 제 2주성분은 18,95% 그리고 제 3주성분은 11.62%를 차지하였으며, 상위 제 3주성분까지의 누적 기여율이 84.68%였다. 제 1주성분은 식물체의 형태와 크기, 동화기관, 저장기관 및 생식기관과 관련된 주성분이었고, 제 2주성분은 식물체의 생육 및 저장기관과 관련된 주성분이었으며, 제 3주성분은 식물체의 생육과 관련된 주성분이었다. 군집 분석 결과 군집간 평균거리가 약 0.7일 때 20개 영양계가 4개 군으로 분류되었으며, 제 I군에는 층층갈고리둥굴레, 제 II군에는 둥굴레, 무늬둥굴레, 산둥굴레 및 큰둥굴레, 제 III군에는 용둥굴레, 안면용둥굴레 및 각시둥굴레 그리고 제 IV군에는 죽대 및 통둥굴레가 속하였다.

TWINSPAN과 DCCA Ordination에 의한 백두산(白頭山) 삼림군집(森林群集)의 분석(分析) (The Analysis on the Forest Community in Mt. Paekdu by Two-Way Indicator Species Analysis and Detrended Canonical Correspondence Analysis Ordination)

  • 송호경;김성덕
    • 한국산림과학회지
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    • 제81권4호
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    • pp.310-319
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    • 1992
  • 백두산(白頭山) 삼림군집(森林群集)의 구조(構造) 및 종(種) 조성(組成)과 입지(立地)와의 관계(關係)를 구명(究明)하기 위하여 TWINSPAN과 DCCA를 사용(使用)여 분석(分析)한 결과(結果)는 다음과 같다. 중요치(重要値)가 높은 종(種)은 해발(海拔) 1,700m-1,950m 대(帶)에 서 Betula ermanii, Larix olgensis, Abies nephrolepis, Picea jezoensis 등(等)의 순(順)이고, 해발(海拔) 1,300-1,500m 대(帶)에서 Abies nephrolepis, Pinus koraiensis, Larix olgensis, Betula mandshurica, Picea jezoensis 등(等)의 순(順)이다. 삼림토양(森林土壤)은 유효인산량(有效燐酸量)에서 7ppm-1,153ppm으로 과대치를 보이고 있다. 백두산(白頭山)의 삼림군집(森林群集)과 해발고(海拔高)와의 관계를 살펴보면, 해발고(海拔高)가 높은 곳에서 낮은 곳으로 덤불오리나무, 사스래나무, 만주잎갈나무, 분비나무, 가문비나무, 잣나무, 신갈나무군집(群集) 등(等)의 순(順)으로 분포(分布)하고 있다. 사스래나무군락(群落)이 우점(優占)한 곳을 중심(中心)으로 사스래나무, 만주잎갈나무, 분비나무 사이의 관계(關係)을 살펴보면, 사스래나무군집(群集)은 해발고(海拔高)가 가장 높은 곳에, 사스래나무-만주잎갈나무군집(群集)은 유기물함량(有機物含量)과 $K^+$의 함량이 많은 곳에, 분비나무군집(群集)은 $Mg^{{+}{+}}$$Ca^{{+}{+}}$의 함량(含量)이 많은 곳에 주로 분포(分布)하고 있다. 군집(群集) 분포(分布)에 영향(影響)을 미치는 주요(主要) 환경요인(環境要因)은 해발고(海拔高)이다.

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Mastitis Diagnostics by Near-infrared Spectra of Cows milk, Blood and Urine Using SIMCA Classification

  • Tsenkova, Roumiana;Atanassova, Stefka
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1247-1247
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    • 2001
  • Constituents of animal biofluids such as milk, blood and urine contain information specifically related to metabolic and health status of the ruminant animals. Some changes in composition of biofluids can be attributed to disease response of the animals. Mastitis is a major problem for the global dairy industry and causes substantial economic losses from decreasing milk production and reducing milk quality. The purpose of this study was to investigate potential of NIRS combined with multivariate analysis for cow's mastitis diagnosis based on NIR spectra of milk, blood and urine. A total of 112 bulk milk, urine and blood samples from 4 Holstein cows were analyzed. The milk samples were collected from morning milking. The urine samples were collected before morning milking and stored at -35$^{\circ}C$ until spectral analysis. The blood samples were collected before morning milking using a catheter inserted into the carotid vein. Heparin was added to blood samples to prevent coagulation. All milk samples were analyzed for somatic cell count (SCC). The SCC content in milk was used as indicator of mastitis and as quantitative parameter for respective urine and blood samples collected at same time. NIR spectra of blood and milk samples were obtained by InfraAlyzer 500 spectrophotometer, using a transflectance mode. NIR spectra of urine samples were obtained by NIR System 6500 spectrophotometer, using 1 mm sample thickness. All samples were divided into calibration set and test set. Class variable was assigned for each sample as follow: healthy (class 1) and mastitic (class 2), based on milk SCC content. SIMCA was implemented to create models of the respective classes based on NIR spectra of milk, blood or urine. For the calibration set of samples, SIMCA models (model for samples from healthy cows and model for samples from mastitic cows), correctly classified from 97.33 to 98.67% of milk samples, from 97.33 to 98.61% of urine samples and from 96.00 to 94.67% of blood samples. From samples in the test set, the percent of correctly classified samples varied from 70.27 to 89.19, depending mainly on spectral data pretreatment. The best results for all data sets were obtained when first derivative spectral data pretreatment was used. The incorrect classified samples were 5 from milk samples,5 and 4 from urine and blood samples, respectively. The analysis of changes in the loading of first PC factor for group of samples from healthy cows and group of samples from mastitic cows showed, that separation between classes was indirect and based on influence of mastitis on the milk, blood and urine components. Results from the present investigation showed that the changes that occur when a cow gets mastitis influence her milk, urine and blood spectra in a specific way. SIMCA allowed extraction of available spectral information from the milk, urine and blood spectra connected with mastitis. The obtained results could be used for development of a new method for mastitis detection.

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제1병기 비소세포폐암 절제례의 예후인자에 대한 연구 (A Study of the Prognostic Factors in Resected Stage I Non-Small Cell Lung Cancer)

  • 김창수;천수봉;조성래
    • Journal of Chest Surgery
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    • 제31권10호
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    • pp.973-981
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    • 1998
  • 비소세포폐암의 술후 생존률의 향상을 위하여 1989년 1월부터 1995년 12월까지 고신대학교 복음병원 흉부외과에서 수술시행한 환자중에 술후 제1병기 비소세포폐암으로 진단된 68명의 환자를 대상으로 Kaplan-Meier 방법에 의해 5년 생존률을 구하고 임상 및 병리조직학적인자, 즉 연령, 성별, 수술방법, 조직학적 유형, T인자, 종양세포에 의한 혈관침습 유무, 그리고 전이 억제 유전자로 알려진 nm23 단백의 발현정도와 생존율과의 관계에 대한 분석을 시행하였다. 평균 생존기간은 58$\pm$3개월이었고 5년 생존률은 58.9%였다. 종양에 의한 혈관침습이 있는 경우와 저분화성 편평세포폐암인 경우에 예후가 불량한 것으로 나타났고, T1이 T2에 비해 또 nm23 단백의 발현은 고도발현 군이 저도발현 군에 비해 각각 5년 생존률이 높았으나 통계학적인 유의성은 없었다. T인자, 혈관침습, 편평세포암종에서 분화도, 그리고 nm23 단백의 발현들 상호간에 연관성도 없었다. 제1병기 비소세포폐암의 술후 예후인자는 종양세포에 의한 혈관침습과 편평세포 폐암종에서 종양세포의 분화도로 나타났고, nm23 단백 발현정도의 예후인자로서 역할에 대해서는 nm23 단백 발현 정도와 타 장기로의 전이와의 상관성 등 향후 추가적인 연구가 보완되어야 할 것으로 사료된다.

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유통업체의 부실예측모형 개선에 관한 연구 (Performance Evaluation and Forecasting Model for Retail Institutions)

  • 김정욱
    • 유통과학연구
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    • 제12권11호
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    • pp.77-83
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    • 2014
  • Purpose - The National Agricultural Cooperative Federation of Korea and National Fisheries Cooperative Federation of Korea have prosecuted both financial and retail businesses. As cooperatives are public institutions and receive government support, their sound management is required by the Financial Supervisory Service in Korea. This is mainly managed by CAEL, which is changed by CAMEL. However, NFFC's business section, managing the finance and retail businesses, is unified and evaluated; the CAEL model has an insufficient classification to evaluate the retail industry. First, there is discrimination power as regards CAEL. Although the retail business sector union can receive a higher rating on a CAEL model, defaults have often been reported. Therefore, a default prediction model is needed to support a CAEL model. As we have the default prediction model using a subdivision of indexes and statistical methods, it can be useful to have a prevention function through the estimation of the retail sector's default probability. Second, separating the difference between the finance and retail business sectors is necessary. Their businesses have different characteristics. Based on various management indexes that have been systematically managed by the National Fisheries Cooperative Federation of Korea, our model predicts retail default, and is better than the CAEL model in its failure prediction because it has various discriminative financial ratios reflecting the retail industry situation. Research design, data, and methodology - The model to predict retail default was presented using logistic analysis. To develop the predictive model, we use the retail financial statements of the NFCF. We consider 93 unions each year from 2006 to 2012 to select confident management indexes. We also adapted the statistical power analysis that is a t-test, logit analysis, AR (accuracy ratio), and AUROC (Area Under Receiver Operating Characteristic) analysis. Finally, through the multivariate logistic model, we show that it is excellent in its discrimination power and higher in its hit ratio for default prediction. We also evaluate its usefulness. Results - The statistical power analysis using the AR (AUROC) method on the short term model shows that the logistic model has excellent discrimination power, with 84.6%. Further, it is higher in its hit ratio for failure (prediction) of total model, at 94%, indicating that it is temporally stable and useful for evaluating the management status of retail institutions. Conclusions - This model is useful for evaluating the management status of retail union institutions. First, subdividing CAEL evaluation is required. The existing CAEL evaluation is underdeveloped, and discrimination power falls. Second, efforts to develop a varied and rational management index are continuously required. An index reflecting retail industry characteristics needs to be developed. However, extending this study will need the following. First, it will require a complementary default model reflecting size differences. Second, in the case of small and medium retail, it will need non-financial information. Therefore, it will be a hybrid default model reflecting financial and non-financial information.

Prognostic Impact of Cyclin D1, Cyclin E and P53 on Gastroenteropancreatic Neuroendocrine Tumours

  • Liu, Shu-Zheng;Zhang, Fang;Chang, Yu-Xi;Ma, Jie;Li, Xu;Li, Xiao-Hong;Fan, Jin-Hu;Duan, Guang-Cai;Sun, Xi-Bin
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권1호
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    • pp.419-422
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    • 2013
  • Conventional classifications of gastroenteropancreatic neuroendocrine tumours (GEP-NETs) are rather unsatisfactory because of the variation in survival within each subgroup. Molecular markers are being found able to predict patient outcome in more and more tumours. The aim of this study was to characterize the expression of the proteins cyclin D1, cyclin E and P53 in GEP-NETs and assess any prognostic impact. Tumor specimens from 68 patients with a complete follow-up were studied immunohistochemically for cyclin D1, cyclin E and P53 expression. High cyclin D1 and cyclin E immunostaining (${\geq}$ 5% positive nuclei) was found in 48 (71%) and 24 (35%) cases, and high P53 staining (${\geq}$ 10% positive nuclei) in 33 (49%). High expression of P53 was more common in gastric neuroendocrine tumors and related to malignant behavior, being associate with a worse prognosis on univariate analysis (RR=1.9, 95%CI=1.1-3.2). High expression of cyclin E was significantly associated with shorter survival in the univariate analysis (RR=2.0, 95%CI=1.2-3.6) and multivariate analysis (RR=2.1, 95%CI=1.1-4.0). We found no significant correlation between the expression of cyclin D1 and any clinicopathological variables. Our study indicated a prognostic relevance for cyclin E and P53 immunoreactivity. Cyclin E may be an independent prognostic factor from the 2010 WHO Classification which should be evaluated in further studies.

대암산(大岩山) 고층습원(高層濕原) 주변(周邊)의 산림군집(森林群集) 분석(分析) (The Analysis on the Forest Community of Raised Bog in Mt. Daeam)

  • 송호경;권기원;임경빈;정진철;장규관
    • 농업과학연구
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    • 제20권2호
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    • pp.145-152
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    • 1993
  • 대암산(大岩山) 용늪 주변(周邊) 산림군집(森林群集)의 구조(構造) 및 종조성(種組成)과 입지(立地)와의 관계(關係)를 구명(究明)하기 위하여 TWINSPAN과 DCCA를 사용(使用)하여 분석(分析)한 결과(結果)는 다음과 같다. 중요치(重要値)가 높은 종(種)은 Quercus mongolica, Acer pseudo-sieboldianum, Betula costata, Acer mono 등(等)의 순(順)이다. 산림토양(森林土壤)의 pH는 용늪 주변(周邊)이 5.0-5.5이고 용늪 내에서 5.3-5.4로 차이가 없었다. 대암산(大岩山)의 산림군집(森林群集)은 Quercus mongolica-Acer mono, Quercus mongolica-Prunus sargentii, Quercus mongolica-Abies nephrolepis-Acer tschonoskii var. rubripes, Quercus mongolica-Abies nephrolepis-Betula costata의 4 group으로 나누어지며, 또한 주요(主要) 군집(群集)들과 환경(環境) 요인(要因)들과의 관계(關係)로 보면 신갈나무-산벚나무 군락이 전질소(全窒素), cation exchange capacity, $Mg^{+{+}}$, $Ca^{+{+}}$ 등(等)의 양료(養料)가 많은 곳에 주로 분포(分布)하고 있는 반면 신갈나무-분비나무-거제수나무 군락이 양료(養料)가 적은 곳에 분포(分布)하고 있다.

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Predictive Factors for Lymph Node Metastasis in Signet Ring Cell Gastric Cancer and the Feasibility of Endoscopic Submucosal Dissection

  • Kim, Ji Yeon;Kim, Yi Young;Kim, Se Jin;Park, Jung Chul;Kwon, Yong Hwan;Jung, Min Kyu;Kwon, Oh Kyoung;Chung, Ho Young;Yu, Wansik;Park, Ji Young;Lee, Yong Kook;Park, Sung Sik;Jeon, Seong Woo
    • Journal of Gastric Cancer
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    • 제13권2호
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    • pp.93-97
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    • 2013
  • Purpose: Endoscopic submucosal dissection has recently been practiced on a differentiated type of early gastric cancer. However, there is no clear evidence for endoscopic treatments of signet ring cell carcinoma. The aim of this study is to identify the predictive clinicopathological factors for lymph node metastasis in signet ring cell carcinoma for assisting endoscopic submucosal dissection trials. Materials and Methods: A total of 186 patients with early signet ring cell carcinoma who underwent radical curative gastrectomy between January 2001 and September 2009 were enrolled in this study. Retrospective reviews of their medical records are being conducted. Several clinicopathologic factors were being investigated in order to identify predictive factors for lymph nodes metastasis: age, gender, tumor size, type of operation, tumor location, gross type, ulceration, Lauren's classification, depth of invasion, and lymphatic invasion. Results: The lymph node metastasis rate for signet ring cell carcinoma was 4.3% (n=8). Of the 186 lesions with early signet ring cell carcinoma, 91 (48.9%) tumors were larger than 15 mm in size and 40 (21.5%) showed submucosal invasions in the resection specimens. In multivariate analysis, only the lymphatic invasion (P<0.0001) showed an association with lymph node metastasis. To evaluate cutoff values for tumor sizes in the presence of lymph node metastasis, early signet ring cell carcinomas with lymphatic invasions were excluded. In the absence of lymphatic invasion, mucosal cancer with tumor sizes <15 mm had no lymph node metastasis. Conclusions: Endoscopic submucosal dissection can be performed on patients with early signet ring cell carcinoma limited to the mucosa and less than 15 mm.