• Title/Summary/Keyword: 카이제곱검정

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Pearson-type Chi-square Test on the Joint Orientations from Different Depths in Boreholes (시추공 영상자료와 카이제곱 검정을 이용한 절리 방향성의 수직적 변화양상에 관한 정량적 평가)

  • Kim, Ki-Seog;Park, Young-Do;Park, Yeon-Jun
    • Tunnel and Underground Space
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    • v.18 no.3
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    • pp.185-193
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    • 2008
  • We have carried out Pearson-type chi-square tests on the orientation data of joints from different depths in order to estimate the homogeneity of joint orientations obtained from a borehole. The orientation data of joints were collected from two non-foliated massive rocks of granitic gneisses in South Korea since orientations of joints in folded metamorphic rocks, for example, are controlled by foliation and also changes as the orientations of foliation change by folding. Borehole images were used for the analysis of the orientations of individual joints. The orientation data were subdivided into the upper level data and lower level data. The data from these two levels are plotted on the patch net consisting of 21 orientation patches. Then, the two patterns on the patch net were analyzed using a contingency table. From the chi-square test on the data collected from two sites, we found that some data sets show statistically meaningful differences in orientations of joints. Since joints are one of the important parameters in determining the physical properties of rock masses, in situ investigation of joints are desirable in the geotechnical investigation and also in design of subsurface structures (e.g. tunnels and underground storages).

종속관측중단이 관측중단된 자료의 적합도 검정에 미치는 영향

  • 김주한;김정란
    • Communications for Statistical Applications and Methods
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    • v.2 no.2
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    • pp.33-42
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    • 1995
  • 종속 관측중단(dependent censoring)이 카이제곱 형태의 적합도 검정에 어떻게 영향을 미치고 종속도와 관측중단된 정도에 따라 검정의 오류와 검정력이 변화하는 형태를 시뮬레이션을 통해 경험적으로 알아보았다. Sakar(1987)가 제안한 이변량 지수분포로부터 종속 관측중단된 자료를 만들어 Kim(1993)이 제안한 방법과 Akritas(1988)가 제안한 적합도의 검정방법을 적용하였다. 전체적으로 Kim(1993)의 검정법이 더 효과적이었으며 관측 중단된 정도가 클 때는 중속도에 따라 검정의 오류와 검정력이 무척 크게 변하였다.

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Bootstrap Tests for the General Two-Sample Problem

  • Cho, Kil-Ho;Jeong, Seong-Hwa
    • Journal of the Korean Data and Information Science Society
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    • v.13 no.1
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    • pp.129-137
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    • 2002
  • Two-sample problem is frequently discussed problem in statistics. In this paper we consider the hypothese methods for the general two-sample problem and suggest the bootstrap methods. And we show that the modified Kolmogorov-Smirnov test is more efficient than the Kolmogorov-Smirnov test.

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Class homogeneous tests with correlation (상관관계가 존재하는 등급별 동질성 검정방법)

  • Hong, Chong Sun;Lee, Na Young
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.1
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    • pp.73-83
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    • 2013
  • Among class quantitative tests for the credit rating systems, the credit rating tests for calibration are to test the class homogeneous differences between observed and predicted probabilities. For one time period, binomial test and chi-square test are included, and normal test and extended traffic lights test are also contained for several time peroids. In this work, we consider real data in which there exists correlation among variables, so that these test methods could be applied to the credit rating systems as well as various kinds of the class data such as BWT data and FSI data.

신경망이론에 의한 비중심카이제곱분포의 확률 계산

  • 남궁평;구선희
    • Communications for Statistical Applications and Methods
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    • v.3 no.2
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    • pp.227-237
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    • 1996
  • 비중심 ${\chi}^2$분포의 누적분포함수의 계산은 ${\chi}^2$검정에서 요구되고 있는 새로운 접근방법으로 신경망 이론을 적용하기 위하여 입력층의 입력노드가 세개, 출력증의 축력노드가 한개 그리고 한개의 은닉층으로 구성된 다층 퍼셉트론 네트워크부터 역전파 알고리즘을 개발하여 비중심${\chi}^2$분포의 확률계산을 시도하였다. 정확성과 계산속도를 고려하여 기존의 방법과 비교한 결과 효율적임을 알 수 있다.

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A study on variable selection and classification in dynamic analysis data for ransomware detection (랜섬웨어 탐지를 위한 동적 분석 자료에서의 변수 선택 및 분류에 관한 연구)

  • Lee, Seunghwan;Hwang, Jinsoo
    • The Korean Journal of Applied Statistics
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    • v.31 no.4
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    • pp.497-505
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    • 2018
  • Attacking computer systems using ransomware is very common all over the world. Since antivirus and detection methods are constantly improved in order to detect and mitigate ransomware, the ransomware itself becomes equally better to avoid detection. Several new methods are implemented and tested in order to optimize the protection against ransomware. In our work, 582 of ransomware and 942 of normalware sample data along with 30,967 dynamic action sequence variables are used to detect ransomware efficiently. Several variable selection techniques combined with various machine learning based classification techniques are tried to protect systems from ransomwares. Among various combinations, chi-square variable selection and random forest gives the best detection rates and accuracy.

Mathematics education attitude of the students in the specialized high school (특성화고 학생의 수학교과에 대한 태도 조사)

  • Kim, Minsuk;Oh, Kwangsik
    • Journal of the Korean Data and Information Science Society
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    • v.23 no.6
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    • pp.1173-1181
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    • 2012
  • In order to suggest the basic resources of mathematics education to the specialized high school, we investigate the attitude of students about mathematics education. Questionnaires survey was carried on 654 students and we use the statistical analysis such as chi-square test, gamma, generalized linear model, Anova, regression. Several result can be derived from the questionnaire analysis. There are differences between the general and specialized high school students in the interest, pre-learning ability etc. The specialized school students think the usefulness of mathematics more importantly, while the general school students think more closely related to their course.

A study on distribution comparison of response packets for major portal sites (주요 포털사이트의 응답패킷분포에 관한 연구)

  • Ryu, Gui-Yeol
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.3
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    • pp.437-444
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    • 2013
  • The object of study is to verify the distributions of response packets of 3 portal sites such as Naver, Daum, Nate. The period of experiments is from May 19th 2010 to November 7th 2012 and the number of experiments is 4,642. The distributions of Naver, Nate are biomodals. The distribution of Daum has long right tails. 3 distributions are different under 1% significance level using chi-square test and two sample Kolmogorov-Smirnov test. From proportions and percentiles, Naver has a distribution with the largest values. Nate is the second place, and Daum has a distribution with the smallest values. We must make portal pages light to increase response speed including other technologies. We expect our results to activate competition among portal sites.

A Comparative Study on the Infinite NHPP Software Reliability Model Following Chi-Square Distribution with Lifetime Distribution Dependent on Degrees of Freedom (수명분포가 자유도에 의존한 카이제곱분포를 따르는 무한고장 NHPP 소프트웨어 신뢰성 모형에 관한 비교연구)

  • Kim, Hee-Cheul;Kim, Jae-Wook
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.10 no.5
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    • pp.372-379
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    • 2017
  • Software reliability factor during the software development process is elementary. Case of the infinite failure NHPP for identifying software failure, the occurrence rates per fault (hazard function) have the characteristic point that is constant, increases and decreases. In this paper, we propose a reliability model using the chi - square distribution which depends on the degree of freedom that represents the application efficiency of software reliability. Algorithm to estimate the parameters used to the maximum likelihood estimator and bisection method, a model selection based on the mean square error (MSE) and coefficient of determination($R^2$), for the sake of the efficient model, were employed. For the reliability model using the proposed degree of freedom of the chi - square distribution, the failure analysis using the actual failure interval data was applied. Fault data analysis is compared with the intensity function using the degree of freedom of the chi - square distribution. For the insurance about the reliability of a data, the Laplace trend test was employed. In this study, the chi-square distribution model depends on the degree of freedom, is also efficient about reliability because have the coefficient of determination is 90% or more, in the ground of the basic model, can used as a applied model. From this paper, the software development designer must be applied life distribution by the applied basic knowledge of the software to confirm failure modes which may be applied.

Chinese Unsupervised Word Sense Disambiguation using WordNet (어휘의미망을 이용한 중국어 비감독 어의 중의성 해소)

  • Lian, Guang-Zhe;Kim, Minho;Kwon, Hyuk-Chul
    • Proceedings of the Korea Information Processing Society Conference
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    • 2012.04a
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    • pp.365-368
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    • 2012
  • 어의 중의성 해소는 자연어처리에서 중요한 역할을 한다. 감독 중의성 해소 방법은 비감독 중의성 해소 방법보다 높은 성능을 나타내지만, 구축비용이 큰 대규모 의미부착 말뭉치가 필요하다. 본 논문에서는 중국어 어휘의미망(HowNet)과 의미 미부착 말뭉치를 이용한 중국어 비감독 어의 중의성 해소 방법을 제안한다. 의미 미부착 말뭉치에서 통계정보를 추출하고, 중국어 어휘 의미망에서 중의성 어휘의 의미별 형제어를 추출하여 중의성 어휘의 주변 문맥에 나타나는 어휘와 카이제곱검정(${\chi}^2$-test)에 의한 독립성 검정을 통해 어휘 간 연관성을 판단하고 중의성 해소를 한다. 본 논문에서 제안한 중의성 해소방법의 성능을 SemEval-2007 평가데이터에서 측정한 결과 명사와 동사에서 각각 64.7%, 49.4%를 나타냈다. 이는 SemEval-2007 중국어 비감독 중의성 해소에서 가장 높은 성능을 나타낸 시스템보다 13.1%, 13.9% 높은 성능이다.