• Title/Summary/Keyword: 판별인자

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Local Linear Logistic Classification of Microarray Data Using Orthogonal Components (직교요인을 이용한 국소선형 로지스틱 마이크로어레이 자료의 판별분석)

  • Baek, Jang-Sun;Son, Young-Sook
    • The Korean Journal of Applied Statistics
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    • v.19 no.3
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    • pp.587-598
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    • 2006
  • The number of variables exceeds the number of samples in microarray data. We propose a nonparametric local linear logistic classification procedure using orthogonal components for classifying high-dimensional microarray data. The proposed method is based on the local likelihood and can be applied to multi-class classification. We applied the local linear logistic classification method using PCA, PLS, and factor analysis components as new features to Leukemia data and colon data, and compare the performance of the proposed method with the conventional statistical classification procedures. The proposed method outperforms the conventional ones for each component, and PLS has shown best performance when it is embedded in the proposed method among the three orthogonal components.

Discrimination of Korean rice varieties as revealed by DNA profiling and its relationship with genetic diversity (한국 육성 벼 품종의 DNA profiling에 의한 유전적 다양성 분석 및 품종 판별)

  • Kim, Me-Sun;Song, Jae-Young;Kang, Kwon-Kyoo;Cho, Yong-Gu
    • Journal of Plant Biotechnology
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    • v.44 no.3
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    • pp.243-263
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    • 2017
  • This study is to establish the varietal discrimination based on DNA profiling of different varieties of rice. We examined the genetic distance among Korean rice varieties using allele frequencies and a genetic diversity analysis with Simple Sequence Repeats (SSRs) markers. The analysis of the genetic diversity and genetic relationships of 243 Korean rice varieties was varied out using 20 SSRs markers. A total of 268 alleles were detected, ranging from 6 to 32, with an average of 13.45 alleles per locus, and and average of gene diversity (GD) of 0.556. Seven SSR markers were selected as key markers for discrimination among the Korean rice varieties. Concerning the results, 243 varieties (100%) were discriminated among by using acrylamide gel and fragment analyzer-based markers. In conclusion, this study provides useful basic data that can be utilized concerning Korean rice varieties breeding and development. In addition, we will have to manage and conserve as a valuable genetic resource, without losing the diversity of Korean rice varieties.

A Study on Discrimination of Watercore Apple using Transmitted Light and Effects of various Factors (투과광을 이용한 밀병 사과의 판별 가능성 및 영향인자 조사)

  • 손미령;정경원;조래광
    • Food Science and Preservation
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    • v.7 no.4
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    • pp.357-361
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    • 2000
  • Watercore influences storage and distribution industry of fruit. Therefore, the technique for nondestructive discrimination of watercore fruit is needed. This work reports about the possibility of watercore discrimination of ante using transmitted light, and the effects of various factors. CCD camera was used to capone images of each apple fruit. An excess watercore apples were higher light transmission score than little watercore apples. The accuracy fur discrimination of watercore apple was about 70% using transmitted light. Peel thickness, anthocyanin layer thickness and density of apple affected the light transmission. Apples having thin peel, thin pigment layer and low density tended to high transmitted light score. Apples of good color degree were more probability of existence watercore than ones of bad color degree. But color distribution of apple peel was not correlated with watercore.

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Pathotype Classification of Korean Rice Blast Isolates Using Monogenic Lines for Rice Blast Resistance (벼 도열병 단일 저항성 유전자를 이용한 도열병균의 병원형 분류)

  • Kim, Yangseon;Kang, In Jeong;Shim, Hyeong-Kwon;Roh, Jae-Hwan
    • Research in Plant Disease
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    • v.23 no.3
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    • pp.249-255
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    • 2017
  • The rice blast fungus is a representative model phytopathogenic fungus in which Gene-for-Gene interaction with host rice is applicable. After 1980, eight differential varieties have been constructed and classified to analyze the race of rice blast isolates in Korea. However, since there is limited information about the genetic background of rice blast resistance genes within the Korean differentials, scientific analysis on the emergence of new race or resistance break down was difficult. Recently, a differential system has been developed using monogenic resistance lines to understand the interactions of pathogen race and rice resistance genes. In this study, a total of 50 isolates were selected from four different races isolated in Korea, and they were inoculated into monogenic lines. As a result, the isolates in the same race classified by the Korean differential system reacted differently in single monogenic lines. This suggests that the isolates categorized as the same race group contains different avirulence genes and furthermore, it is presumed that the Korean differential system is difficult to provide useful information for breeding program. For this reason, introduction of differential system using monogenic resistance lines is required in addition to the current system.

Genetic Diversity and Discrimination of Recently Distributed Korean Cultivars by SSR Markers (SSR 마커에 의한 최근 육성 보급된 한국 벼 품종의 다양성과 품종 판별)

  • Sun, Ming-Mao;Choi, Keun-Jin;Kim, Hong-Sig;Song, Beom-Heon;Woo, Sun-Hee;Lee, Chul-Won;Jong, Seung-Keun;Cho, Yong-Gu
    • Korean Journal of Breeding Science
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    • v.41 no.2
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    • pp.115-125
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    • 2009
  • This study was undertaken to investigate the genetic diversity and to develop a technique for cultivar discrimination using SSR markers in rice. Sixty-seven recently distributed rice cultivars in Korea from 1998 to 2005 were evaluated by 20 SSR markers. A total of 149 alleles were produced ranging from 4 to 14 alleles with an average of 7.5 alleles per locus. The molecular weight of alleles per locus varied from 4 bp (RM253) to 51 bp (RM335), and PIC values ranged from 0.45 (RM202) to 0.87 (RM204) with an average of 0.67. Of them, seven markers, RM204, RM257, RM21, RM224, RM249, RM253, and RM264, were selected as key markers for differentiating rice varieties. The seven markers produced a total of 67 alleles with an average of 9.6 alleles per marker. PIC values ranged from 0.48 (RM253) to 0.87 (RM204) with an average of 0.72. The 63 cultivars (94%) out of 67 cultivars could be individually identified by the genotype using the seven SSR markers, which will be applicable to discriminating rice cultivars.

Image Discriminal Analysis for Detecting a Esophagitis (식도염 진단을 위한 영상 판별분석)

  • Seo K. W.;Lee C. W.;Kim W.;Lee S. Y.;Lee D. W.
    • Journal of Biomedical Engineering Research
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    • v.25 no.6
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    • pp.545-550
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    • 2004
  • An Image processing algorithm was developed and tested to detect abnormal parts, such as esophagitis, with the information on the color and the texture in a digital clinic endoscopic image by using discriminal analysis. In order to develope the algorithm, the critical parameters from many parameters were found to distinguish between normal and abnormal part in the various images. The Inflammation and ulceration which are very important diagnostic indexes were detected by the algorithm. The algorithm proved to a reliable program for detecting abnormal parts with 20 images. A success rate was 92.8% and 92.4% in the calibration stage and the validation stage by using the algorithm with discriminal analysis.

Identification of Hanwoo Meat by DNA Analysis (DNA 분석법에 의한 한우고기 판별)

  • Oh, Hong-Rock;Lee, Chang-Soo;Sang, Byung-Chan;Song, Kwang-Taek
    • Korean Journal of Agricultural Science
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    • v.33 no.1
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    • pp.1-10
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    • 2006
  • This study was deal with the development of breed-specific DNA marker which is able to identify Hanwoo and European cattle breeds(Non-Hanwoo) meat. Genetic differentiation between Korean cattle(Hanwoo) and European cattle breeds was examined by Random Amplified Polymorphic DNA(RAPD) analysis. The RAPD patterns were identical among Non-Hanwoo, such as Holstein, Hereford, Aberdeen Angus, Brown Swiss, Limousin or Simmental, but the above pattern was different from that of Hanwoo. All bands detected in the Hanwoo samples were observed in Non-Hanwoo cattle samples, but one of the common bands found in samples was not detected in the Hanwoo samples. The band(1.4kb) may be useful as a marker for identifying a meat of Hanwoo from imported cattle meat. Actually, the detection of the DNA marker was tested by DNA analysis with 929 samples which were prepared from bloods of 673 Hanwoo cattles and 141 Holstein cattles, from 115 imported cattle meats. The DNA marker was absent in 644 of 673 Hanwoo cattles (96%) but present in 245 of 256 Non-Hanwoo cattles (95%). These results show that the DNA marker is effective to characterize Hanwoo and Non-Hanwoo meat by its detection. This DNA marker, however, was not useful in detecting unwanted crossbreeding between two cattle breeds, because the band pattern in hybrid cattle shows one of two band patterns in Hanwoo and Non-Hanwoo.

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Stability Evaluation of Cut Slope in Forest Roads by Forest Environment Factors (산림환경인자에 의한 임도 절토비탈면의 안정성 평가)

  • Jeon, Kwon-Seok;Oh, Sung-Yoon;Ma, Ho-Seop
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.6 no.4
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    • pp.43-51
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    • 2003
  • The purpose of this study was evaluate to the stability on cut slope of forest roads by forest environmental factors. The total of 19 environmental factors on cut slope of forest roads were investigated in about 42.74km constructed during 1987 to 1993 in Gyeongnam and Jeonnam province. The evaluation of slope stability in forest roads were conducted by the discriment analysis. The main factors influencing the stability of cut slope were significant in order of coverage, soil hardness, degree of slope, altitude, silt loam, convex(凸) and compound(凹凸). The centroids value of discriminant function in the stability and unstability area estimated to -1.194 and 1.127, respectively. The boundary value between two groups related to slope stability was -0.072. The prediction rate of discriminant function for stability evaluation of was as high as 90.4%.

Discrimination of Korean Soybean Cultivars by SSR Markers (SSR 마커에 의한 한국 콩 품종의 판별)

  • Kim, Seong-Hun;Chung, Jong-Wook;Moon, Jung-Kyung;Woo, Seon-Hee;Cho, Yong-Gu;Jong, Seung-Keun;Kim, Hong-Sig
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.51 no.7
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    • pp.658-668
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    • 2006
  • The objective of this study was to develop a technique for the cultivar discrimination using SSR markers in soybean. A total of 91 soybean cultivars developed from 1913 to 2002 in Korea were evaluated by five polymorphic SSR markers (Sat_043, Sat_036, Sat_022, Sat_088 and Satt045). Five SSR markers generated a total of 64 alleles and the number of alleles for each SSR marker ranged from 10 to 15 with average of 12.8. Polymorphic information contents (PIC) by five markers of 91 cultivars were ranged from 0.790 to 0.905 with average of 0.857. A total of 82 cultivars (90%) among 91 soybean cultivars could be individually discriminated by combination of five SSR markers through five step analysis. A cultivar, Buseok, by Sat_043 at the first step, 34 cultivars including Hojangkong by Sat_036 at the second step, 29 cultivars including Dankyeongkong by Sat_022 at the third step, 12 cultivars including Sinpaldalkong 2 by Sat_088 at the fourth step, and 6 cultivars including Saebyeolkong by Satt045 at the fifth step were discriminated. Soybean cultivars which were not discriminated by SSR markers could be discriminated by morphological characteristics.