• Title/Summary/Keyword: multivariate classification

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Classification of One-Crewmen Coastal Fishing Boats by the Fish Species caught with A Multivariate Analysis (어획어종의 다변량분석에 의한 1인승 연안어선의 분류)

  • Jeong, Dong-Gun;Choi, Chan-Moon
    • Journal of Fisheries and Marine Sciences Education
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    • v.9 no.2
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    • pp.222-235
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    • 1997
  • On the basis of the seven species of fish caught by fishing boats with one crewmen belonging to the Iwawada Fisheries Cooperative of Chiba Prefecture, the fishing boats were classified by species with high market values, and the results obtained were reclassified by discriminant function. As a result, the fishing boats were classified into six groups. These six groups are : G1 featuring the main catches of yellowtails ; G2 flounders ; G3 skipjack tunas, G4 squids ; G5 demersal fish, and G6 other miscellaneous species. Furthermore, principal component analysis were carried out on fish catches of the seven species in terms of the value obtained from a catch from the scores of the first, second, third and fourth principal components. The results of analysis show that fishing boats with one crewman can be broadly classified into three groups ; i.e., Groups G1/G2, Groups G3/G4/G5 and Group G6.

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Chemometrics Approach For Species Identification of Pinus densiflora Sieb. et Zucc. and Pinus densiflora for. erecta Uyeki - Species Classification Using Near-Infrared Spectroscopy in combination with Multivariate Analysis - (소나무와 금강송의 수종식별을 위한 화학계량학적 접근 - 근적외선 분광법과 다변량분석을 이용한 수종 분류 -)

  • Hwang, Sung-Wook;Lee, Won-Hee;Horikawa, Yoshiki;Sugiyama, Junji
    • Journal of the Korean Wood Science and Technology
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    • v.43 no.6
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    • pp.701-713
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    • 2015
  • A model was designed to identify wood species between Pinus densiflora for. erecta Uyeki and Pinus densiflora Sieb. et Zucc. using the near-infrared (NIR) spectroscopy in combination with principal component analysis (PCA) and partial least square discriminant analysis (PLS-DA). In the PCA using all of the spectra, Pinus densiflora for. erecta Uyeki and Pinus densiflora Sieb. et Zucc. could not be classified. In the PCA using the spectrum that has been measured in sapwood, however, Pinus densiflora for. erecta Uyeki and Pinus densiflora Sieb. et Zucc. could be identified. In particular, it was clearly classified by sapwood in radial section. And more, these two species could be perfectly identified using PLS-DA prediction model. The best performance in species identification was obtained when the second derivative spectra was used; the prediction accuracy was 100%. For prediction model, the $R_p{^2}$ value was 0.86 and the RMSEP was 0.38 in second derivative spectra. It was verified that the model designed by NIR spectroscopy with PLS-DA is suitable for species identification between Pinus densiflora for. erecta Uyeki and Pinus densiflora Sieb. et Zucc.

An Analysis of Vegetation-Environment Relationships of Quercus mongolica Communities by TWINSPAN and DCCA (TWINSPAN과 DCCA에 의한 신갈나무군집(群集)과 환경(環境)의 상관관계(相關關係) 분석(分析))

  • Song, Ho Kyung;Jang, Kyu Kwan;Kim, Seong Deog
    • Journal of Korean Society of Forest Science
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    • v.84 no.3
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    • pp.299-305
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    • 1995
  • Vegetational data from 81 quadrats of Quercus mongolica communities in Mt. Odae and Mt. Jumbong were analysed by applying two multivariate methods : two - way indicator species analysis(TWNSPAN) for classification and detrended canonical correspondence analysis(DCCA) for ordination. The dominant tree species of Quercus mongolica communities were found in the order of Quercus mongolica, Acer pseudosieboldianum. Tilia amurensis, Carpinus cordata, Acer mono, and Fraxinus rhynchophylla. The forest vegetation of Quercus mongolica community was classified into Quercus mongolica, Quercus mongolica - Carpinus cordata, and Quercus mongolica - Abies nephrolepis groups according to the TWNSPAN. The relationships between the distribution of dominant groups for forest vegetation and soil condition in Quercus mongolica communities were investigated by analysing elevation and soil nutrition gradients. Quercus mongolica group was distributed in the low elevation and poor nutrition area of total nitrogen, Quercus mongolica - Carpinus cordata group was distributed in the low elevation and good nutrition area of $Mg^{{+}{+}}$ and $Ca^{{+}{+}}$, while Quercus mongolica Abies nephrolepis group was distributed in the high elevation and poor nutrition area of $Mg^{{+}{+}}$ and $Ca^{{+}{+}}$. The two dominant factors influencing community distribution were elevation and total nitrogen.

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Metastatic Axillary Lymph Node Ratio (LNR) is Prognostically Superior to pN Staging in Patients with Breast Cancer -- Results for 804 Chinese Patients from a Single Institution

  • Xiao, Xiang-Sheng;Tang, Hai-Lin;Xie, Xin-Hua;Li, Lai-Sheng;Kong, Ya-Nan;Wu, Min-Qing;Yang, Lu;Gao, Jie;Wei, Wei-Dong;Xie, Xiaoming
    • Asian Pacific Journal of Cancer Prevention
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    • v.14 no.9
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    • pp.5219-5223
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    • 2013
  • The number of axillary lymph nodes involved and retrieved are important prognostic factors in breast cancer. The purpose of our study was to investigate whether the lymph node ratio (LNR) is a better prognostic factor in predicting disease-free survival (DFS) for breast cancer patients as compared with pN staging. The analysis was based on 804 breast cancer patients who had underwent axillary lymph node dissection between 1999 and 2008 in Sun Yat-Sen University Cancer Center. Optimal cutoff points of LNR were calculated using X-tile software and validated by bootstrapping. Patients were then divided into three groups (low-, intermediate-, and high-risk) according to the cutoff points. Predicting risk factors for relapse were performed according to Cox proportional hazards analysis. DFS was estimated using the Kaplan-Meier method and compared by the log-rank test. The 5-year DFS rate decreased significantly with increasing LNRs and pN. Univariate analysis found that the pT, pN, LNR, molecule type, HER2, pTNM stage and radiotherapy well classified patients with significantly different prognosis. By multivariate analysis, only LNR classification was retained as an independent prognostic factor. Furthermore, there was a significant prognostic difference among different LNR categories for pN2 category, but no apparent prognostic difference was seen between different pN categories in any LNR category. Therefore, LNR rather than pN staging is preferable in predicting DFS in node positive breast cancer patients, and routine clinical decision-making should take the LNR into consideration.

The Relations of Teacher-Efficacy and Perception of Principals' Leadership and Peer Collaboration across Job Stress and Satisfaction (초등교사의 지각된 교사효능감, 학교장 지도성, 동료교사 태도 인식의 잠재프로파일에 따른 직무스트레스와 교직만족도 차이)

  • Yeon, Eun Mo;Choi, Hyo-sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.9
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    • pp.482-491
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    • 2018
  • This study intended to identify different level of teacher-efficacy, perception of principals' leadership and peer collaboration as it pertains to a teachers' job stress and job satisfaction in Elementary school. Samples include 1,031 teachers in elementary school from Korean Children & Youth Panel Survey(KCYPS) and data were analyzed using Latent Class Analysis(LCA) to identify different patterns of teacher-efficacy and perception of principals' leadership and peer collaboration. Multivariate analysis of variance were employed to identify the influence of predictors for classification of teachers' job stress and job satisfaction among latent classes. The study found three latent classes at risk class, middle-level adaptive class, and adaptive class and results showed that each distinctive class can be identified by some of predictors. Teachers at adaptive class showed higher teacher-efficacy and positive perception of principals' leadership and peer collaboration than teachers at risk and middle-level adaptive class. Also, teachers at adaptive class showed lower job stress and higher job satisfaction than teachers at two other classes. The study suggests that help teachers based on personal profile are effective rather teacher-efficacy and perception of principals' leadership and peer collaboration.

Characteristics of Classified Congenital Muscular Torticollis Applied Therapeutic Massage and Manual Stretch Therapy During 6 Months (6개월간의 치료적 마사지와 도수신장 치료에 대한 선천성 근성 사경 환아의 유형별 특성)

  • Kim, Yong-Wook;Kim, Min-Hee
    • The Journal of the Korea Contents Association
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    • v.10 no.4
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    • pp.216-224
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    • 2010
  • The main purpose of this prospective longitudinal study was to evaluate, according to a standard clinical classification and assessment method, the effect of a standardized manual stretching and therapeutic massage program on patients with clearly defined congenital muscular torticollis. A total of 52 cases of congenital muscular torticollis who were first seen when they were less than one year old and were treated with conservative physical therapy. Before treatment, the patients were divided into one of three clinical groups: (1) sternomastoid tumor group, (2) muscular torticollis group, and (3) postural torticollis group. Of the 52 patients, 32 (61.5%) made up the sternomastoid tumor group; 15 (28.9%) the muscular torticollis group; and 5 (9.6%) the postural torticollis group. Multivariate analysis of the outcomes showed that the duration of treatment was significantly differentiated according to the clinical group (p<0.01), age at presentation (p<0.01), and a passive rotation deficit of the neck (p<0.01). The current study showed that well controlled conservative physical therapy is safe and effective in the treatment of congenital torticollis in about 84.6% of patients who are first seen before the age of one year.

Frequency and Predictive Factors of Lymph Node Metastasis in Mucosal Cancer

  • Nam, Myung-Jin;Oh, Seung-Jong;Oh, Cheong-Ah;Kim, Dae-Hoon;Bae, Young-Sik;Choi, Min-Gew;Noh, Jae-Hyung;Sohn, Tae-Sung;Bae, Jae-Moon;Kim, Sung
    • Journal of Gastric Cancer
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    • v.10 no.4
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    • pp.162-167
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    • 2010
  • Purpose: The incidence of lymph node metastasis has been reported to range from 2.6 to 4.8% in early stage gastric cancer with mucosal invasion (T1a cancer). Lymph node metastasis in early stage gastric cancer is known as an important predictive factor. We analyzed the prediction factors of lymph node metastasis in T1a cancer. Materials and Methods: A total of 9,912 patients underwent radical gastrectomy due to gastric cancer from October 1994 to July 2006 in the Department Of Surgery at Samsung Medical Center. We did a retrospective analysis of 2,524 patients of these patients, ones for whom the cancer was confined within the mucosa. Results: Among the 2,524 patients, 57 (2.2%) were diagnosed with lymph node metastasis, and of these, cancer staging was as follows: 41 were N1, 8 were N2, and 8 were N3a. Univariate analysis of clinicopathological factors showed that the following factors were significant predictors of metastasis: tumor size larger than 4 cm, the presence of middle and lower stomach cancer, poorly differentiated adenocarcinoma and signet-ring cell carcinoma, diffuse type cancer (by the Lauren classification), and lymphatic invasion. Multivariate analysis showed that lymphatic invasion and tumor larger than 4 cm were significant factors with P<0.001 and P=0.024, respectively. Conclusions: The frequency of lymph node metastasis is extremely low in early gastric cancer with mucosal invasion. However, when lymphatic invasion is present or the tumor is larger than 4 cm, there is a greater likelihood of lymph node metastasis. In such cases, surgical treatments should be done to prevent disease recurrence.

Gas Chromatographic and Mass Spectrometric Determination of Alcohol Homologues in the Korean Folk Sojues (Distilled Liquor) (기체크로마토그래피 및 질량분석법에 의한 민속 소주중의 알코올 동족체 분석)

  • Lee, Dong Seon;Park, Hye Seong;Kim, Geon;Lee, Taek Su;No, Bong Su
    • Journal of the Korean Chemical Society
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    • v.38 no.9
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    • pp.640-652
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    • 1994
  • This work is undertaken to determine alcohol homologues so-called fusel oil that may be present in the Korean folk sojues (distilled liquor) made from grains and to describe sample preparation and analytical method by GC-FID-MS. Solid phase extraction method for sample preparation by using porous styrene divinyl benzene polymer (Porapak Q) was compared with steam distillation and solvent extraction method. Retention behaviors of homologous series of alcohols were also studied. Log values of retention time, molecular weight, boiling point, and capacity factor of alcohols showed linear correlations to the carbon number of an alcohol, to the oven temperature, and to the dielectric constant. Components such as methyl alcohol, n-propyl alcohol, isobutyl alcohol, isopentyl alcohol, and phenethyl alcohol have been identified. The more amount of isopentyl alcohol than other alcohols are contained in the Korean folk sojues, while that of n-propyl alcohol are contained in Chinese kaoliangchiew. Degree of similarity or dissimilarity and classification of the individual samples were discussed using multivariate statistical analysis(principal components analysis) based on GC data.

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The Predictors and Clinical Impact of Positive Resection Margins on Frozen Section in Gastric Cancer Surgery

  • Kim, Se-Yeong;Hwang, Yoon-Sun;Sohn, Tae-Sung;Oh, Seung-Jong;Choi, Min-Gew;Noh, Jae-Hyung;Bae, Jae-Moon;Kim, Sung
    • Journal of Gastric Cancer
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    • v.12 no.2
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    • pp.113-119
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    • 2012
  • Purpose: The aim of this study is to compare the characteristics of tumor and prognosis, depending on the status of resection margin involvement, on the frozen section diagnosis in gastric cancer. Materials and Methods: This study was conducted retrospectively, in 83 margin-positive patients on the frozen section diagnosis, who underwent gastrectomy from July 1995 to September 2006. The control group was selected by matching the age, gender, TNM stage and status of adjuvant chemoradiotherapy, among those who had shown clear resection margins. The characteristics of tumor and patient survival are investigated, and they were analyzed between the two groups. Results: The tumor size was significantly larger in the study group than that of the control group (P=0.037). There was significant difference between the two groups in location of the tumors (P=0.003). Multivariate analysis indicated that only the location and Lauren's classification are independent factors, which affected the resection margin involvement. Median survival was $41.0{\pm}11.5$ months in the study group and $93.0{\pm}30.3$ months in the control group (P=0.049). In the survival analysis, it was investigated that TNM stage and the resection margin involvement of the frozen section diagnosis were the critical variables. Conclusions: When the tumor is located at the middle or the upper third, or the Lauren's indeterminate type, they are highly likely to show the resection margin involvement on the frozen section diagnosis, and it can, therefore, have negative effects on the prognosis. It is considered as good to perform more extensive resection as possible, during the initial resection.

An Analysis of Vegetation-Environment Relationships of Mt. Gyeryong and Mt. Deokyu by Detrended Canonical Correspondence Analysis (DCCA에 의(依)한 계룡산(鷄龍山)과 덕유산(德裕山)의 삼림군집(森林群集)과 환경(環境)의 상관관계(相關關係) 분석(分析))

  • Song, Ho-Kyung
    • Journal of Korean Society of Forest Science
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    • v.79 no.2
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    • pp.216-221
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    • 1990
  • Vegetational data from Mt. Gyeryong and Deokyu in central Korea were analysed in relation to 15 environmental variables. Two multivariate methods were applied : two-way indicator species analysis (TWINSPAN) for classification and detrended canonical correspondence analysis(DCCA), a recent technique which extracts ordination axes that can be related to environmental factors. The relationship between the distribution of dominant species of forest vegetation and soil condition in Mt. Gyeryong and Deokyu was investigated by analyzing elevation and soil nutrition gradient. Quercus mongolica forest was distributed in the high elevation and good nutrition area, Carpinzrs laxiflora and Fraxinus rhynclzophylla forest in the medium elevation and good nutrition area, Piszus densiflora-Quercus mongolica and Quercus variabilis forest in the medium elevation and medium nutrition area, Styrax jabozaica forest in the low elevation and medium nutrition area, and Pinus densiflora forest in the low elevation and poor nutrition area. The dominant compositional gradient related to elevation.

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