• Title/Summary/Keyword: 성 판별

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Classification of Breast Cancer using Explainable A.I. and Deep learning (딥러닝과 설명 가능한 인공지능을 이용한 유방암 판별)

  • Ha, Soo-Hee;Yoo, Jae-Chern
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.99-100
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    • 2022
  • 본 논문에서는 유방암 초음파 이미지를 학습한 multi-modal 구조를 이용하여 유방암을 판별하는 인공지능을 제안한다. 학습된 인공지능은 유방암을 판별과 동시에, 설명 가능한 인공지능 기법과 ROI를 함께 사용하여 종양의 위치를 나타내준다. 시각적으로 판단 근거를 제시하기 때문에 인공지능의 판단 신뢰도는 더 높아진다.

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Identifying Significant Components of Structures for Seismic Performance Using FOSM Method (FOSM 방법을 이용한 내진성능 중요부재 판별법)

  • Lee, Tae-Hyung;Mosalam, Khalid
    • Journal of the Earthquake Engineering Society of Korea
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    • v.13 no.4
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    • pp.37-45
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    • 2009
  • The identification of significant structural components under seismic loading through a probabilistic approach is of interest to many structural engineers. The First-Order Second Moment method can be used to achieve this goal by estimating uncertainty in the seismic demand of a structural system induced by the capacity uncertainties of each structural component. Significant structural components are those to which the seismic demand of the structure is more sensitive than it is to other ones. The developed procedure demonstrated by a ductile reinforced concrete frame shows that it is computationally effective and robust in terms of identifying significant structural components.

A Study on the Validity of the Grit Test as a Tool for Identification of Mathematically Gifted Elementary Students (초등수학영재 판별 도구로서 그릿 검사 타당성 검증)

  • Heo, Jisung;Park, Mangoo
    • Communications of Mathematical Education
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    • v.36 no.3
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    • pp.355-372
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    • 2022
  • The purpose of this study was to find out whether the Grit test is valid as a test tool for Identification of mathematically gifted elementary students. For this study, we conducted Grit tests, Mathematical Problem Solving Aability Tests, Mathematical Creative Ability Tests, and Mathematically Gifted Behavior Characteristic Tests on 39 ordinary students at Seoul public elementary school and 20 mathematically gifted students at the Education Center for Gifted Education, and analyzed correlation with each test. In addition, we conducted a discriminant analysis to find out how the Grit test can accurately determine the members of the mathematically gifted student group and the ordinary student group. As a result of Pearson's correlation analysis, the Grit test was .521 with the Mathematical Problem Solving Ability Tests, .440 with the Mathematical Creative Ability Tests, and .601 with the Mathematically Gifted Behavior Characteristic Tests, according to significant positive correlation at p<.01. Through this, it can be confirmed that the Grit test has a high official validity as a tool for determining mathematically gifted students. As a result of conducting a discriminant analysis to confirm the classification discrimination ability of the elementary mathematically gifted student group and ordinary student group of the Grit test, Wilk's λ was .799(p<.001). We confirm that the Grit test is a significant variable in determining the mathematically gifted student group and ordinary student group. In addition, 64.4% of the entire group was accurately classified as a result of group classification through discriminant analysis. This shows that the Grit test can be actually used as a test tool to determine mathematically gifted elementary students.

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.

Intrusion Types Identification for HMM-based Anomaly Detection System Using Edit Distance (Edit Distance를 이용한 오용탐지 시스템의 침입유형 판별)

  • 구자민;조성배
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10a
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    • pp.874-876
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    • 2003
  • 전산 시스템에 대한 침입에 대응하기 위하여 시스템 호출 감사자료 척도를 사용하여 은닉 마르코프 모델(HMM)에 적용하는 비정상행위 기반 침입탐지 시스템에 대한 연구가 활발하다. 하지만, 이는 일정한 임계간 이하의 비정상행위만을 감지할 뿐, 어떠한 유형의 침입인지를 판별하지 못한다. 이에 Viterbi 알고리즘을 이용하여 상태 시퀀스를 분석하고, 공격 유형별 표준 상태시퀀스와의 유사성을 측정하여 유형을 판별할 수 있는데, 외부 혹은 내부 환경에 따라 상태 시퀀스가 항상 규칙적으로 추출될 수 없기 때문에, 단순 매칭으로 침입 유형을 판별하기가 어렵다. 본 논문에서는 이러한 문제를 해결하기 위하여 시퀀스의 변형을 효과적으로 고려하는 편집거리(Edit distance)를 이용하여 어떠한 유형의 침입이 발생하였는지를 판별하는 방법을 제안한다. 본 논문에서는 루트권한을 취득하기 위한 대표적인 침입유형으로 가장 널리 쓰이는 버퍼오버플로우 공격에 대해 실험하였는데, 그 결과 세부적인 침입 유형을 잘 판별할 수 있음을 확인하였다.

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Verification Test of High-activity SMEs Using Technology Appraisal Items (기술력 평가항목을 이용한 고활동성 중소기업 판별)

  • Lee, Jun-won
    • Journal of Technology Innovation
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    • v.28 no.1
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    • pp.31-52
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    • 2020
  • This study was started to verify the preliminary(Ex-ante) discrimination power of the firm's high-activity using the 'Forward-looking' oriented technology appraisal model used in technology financing. The analytical firms are classified into the industry (manufacturing / non-manufacturing) and the age of company (initial / non-initial). High-activity SMEs are defined as those that achieve at least twice the average asset turnover ratio of the cluster. As a result of the discriminant model by applying C5.0 method, which is one of decision tree models, classification accuracy is more than 99% in all industries and the age of company, and it is confirmed that the discriminant power of the model is stable. As a result, the management expertise, capital involvement and funding capacity items were identified as a critical variable for the high-activity SMEs. In addition, the technology management capability and technology life cycle were also confirmed to be the items to determine high-activity SMEs in the manufacturing industry. Through this, it was possible to confirm some possibility of prior discrimination and policy utilization of high-activity SMEs by using technology appraisal items.

Discriminator of Similar Documents Using Syntactic and Semantic Analysis (구문의미분석를 이용한 유사문서 판별기)

  • Kang, Won-Seog;Hwang, Do-Sam;Kim, Jung H.
    • The Journal of the Korea Contents Association
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    • v.14 no.3
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    • pp.40-51
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    • 2014
  • Owing to importance of document copyright the need to detect document duplication and plagiarism is increasing. Many studies have sought to meet such need, but there are difficulties in document duplication detection due to technological limitations with the processing of natural language. This thesis designs and implements a discriminator of similar documents with natural language processing technique. This system discriminates similar documents using morphological analysis, syntactic analysis, and weight on low frequency and idiom. To evaluate the system, we analyze the correlation between human discrimination and term-based discrimination, and between human discrimination and proposed discrimination. This analysis shows that the proposed discrimination needs improving. Future research should work to define the document type and improve the processing technique appropriate for each type.

A Molecular Sex Identification Using Duplex PCR Method for SRY and ZFX-ZFY Genes in Red Deer and Elk (붉은사슴과 엘크에서 SRY와 ZFX-ZFY 유전자의 Duplex PCR기법을 이용한 성 판별)

  • Han, S.H.;Lee, S.S.;Ko, M.S.;Cho, I.C.
    • Journal of Animal Science and Technology
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    • v.49 no.1
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    • pp.1-8
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    • 2007
  • This study was focused on discriminating the molecular sexes of red deer and elk by duplex polymerase chain reaction(PCR) using two primer sets. Sex differentiation of mammals is primarily dependent on the presence or absence of sex determining region Y(SRY) gene encoded on Y chromosome which plays a key role for male development. Zinc finger X-Y(ZFX-ZFY) gene, one of X-Y homology gene group was found on X- and Y- chromosomes, respectively. At first, the nucleotide sequences were characterized for the intron 9 flanking region of ZFX-ZFY genes. The intron 9 of ZFX and ZFY is 529-bp and 665-bp in length, respectively. A transposable element sequence similar to bovine SINE element Bov-tA was detected only in ZFY gene of Cervidae. Sexing analysis was conducted by duplex PCR assay for amplification of SRY and ZFX-ZFY genes. Two differentially amplified patterns were found: one for females has a common band amplified only from ZFX as a template, and another for males had three bands(a common ZFX and two male-specific ZFY and SRY). On the separate tests using each gene, the results was identical to those from duplex PCR assay. Moreover, the results from PCR assays provide also identical information to phenotypic investigation of individuals of red deer, elk as well as their hybridized progenies collected from two isolated farms. These results suggest that it may be a rapid and precise method for determining the sexes by duplex PCR amplification using Y-chromosome specific SRY and X- and Y- homologous ZFX-ZFY genes showing sexual dimorphism in red deer and elk without any other controls.

The Development of the Inspection Model about Cognitive Ability according to Visual Artistic Giftedness Identification of the Elementary School Children (초등학교 아동의 미술영재성 판별에 따른 인지능력검사모형 구안)

  • Park, Myeong-Ok
    • Journal of Gifted/Talented Education
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    • v.20 no.1
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    • pp.1-30
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    • 2010
  • The purpose of this study was to develop the inspection model of cognitive ability to identify visual artistic giftedness of the elementary school children with considering the relation between visual artistic giftedness and cognitive ability based on literature and preceding research. The research method applied literature research and quantitative research. Through literature review on the relation between art education and cognitive thinking and visual artistic of giftedness, it was suggested to prescribe the validity of cognitive ability as an element for identification of visual artistic giftedness identification, and then prescribed the elements of cognitive ability, and developed the inspection model of cognitive ability by measuring specific variables. Based on the results of literature research through the quantitative research, verified significance of developed inspection instrument on cognitive ability, validity and reliability of the inspection model of cognitive ability according to visual artistic giftedness identification of the elementary school children. As a result of reviewing related literature and preceding research, it could be referred that visual thinking ability, spatial perception power and critical thinking ability coincided with a characteristic of an art field can show excellent ability in various art activities and be valid criteria of visual artistic giftedness as cognitive ability of the visual artistic gifted with potential possibilities. In conclusion, as the elements of cognitive ability for the visual artistic giftedness identification of the elementary school children, visual thinking ability, spatial perception power and critical thinking ability were verified to be valid in terms of logical and experimental. Therefore, the result of the research will be able to provide a new approach in education program development of visual artistic giftedness of the elementary school children and a various developmental possibility in identification of visual artistic giftedness.

Identity Decision of 2-D Moving Object by the Fuzzy Inference (퍼지추론에 의한 2-D 이동물체의 동일성 판별)

  • 김윤호;이주신
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.17 no.4
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    • pp.346-360
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    • 1992
  • This paper proposed a method of identity decision of moving object by the fuzzy inference. Moving object is extracted by the difference picture method and identity decision parameters of moving object are chosen area, perimeter. A/p ratio and vertex. In the brightness variation of 600 Lux-1600Lux, we determined the maximum error often parameters and then generated a fuzzified data. Fuzzified data are generated from the reference image and then decided the identity of extracted parameter by the fuzzy inference using fuzzy production rule. In order to verify validity of proposed method, experiment are performed with a toy car. As a result, it was shown that decision error was less than 4%

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