• 제목/요약/키워드: Data Type

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혼합형태 심볼릭 데이터의 군집분석방법 (A Divisive Clustering for Mixed Feature-Type Symbolic Data)

  • 김재직
    • 응용통계연구
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    • 제28권6호
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    • pp.1147-1161
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    • 2015
  • 오늘날 데이터는 p-차원의 공간에서 점들로써 표현되는 전통적인 형태를 벗어나 시그널(signal), 함수, 이미지(image), 모양(shape) 등과 같은 다양한 형태의 자료들이 데이터로써 고려되고 분석되고있다. 그러한 종류의 새로운 종류의 데이터 중 하나로 심볼릭 데이터(symbolic data)를 고려할 수 있다. 심볼릭 데이터는 구간(interval), 히스토그램(histogram), 목록(list), 통계표, 분포, 또는 모형 등과 같은 다양한 형태들을 가질 수 있다. 지금까지의 연구가 주로 심볼릭 데이터의 각각의 형태별 자료를 고려했다면, 본 연구에서는 이를 확장하여 수집된 히스토그램과 멀티모달의 혼합된 형태로 이루어진 자료에 대한 계층 분할적 군집분석방법을 소개하고 이를 업종별 산업재해자료의 분석을 위해 이용한다.

품질보증 반환 데이터의 신뢰성 분석 (Reliability analysis of warranty returns data)

  • 백재욱;조진남
    • Journal of the Korean Data and Information Science Society
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    • 제25권4호
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    • pp.893-901
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    • 2014
  • 기업에서는 매달 제품이 일정 수량만큼 판매되고, 이들 중 일부는 반환 또는 클레임이 제기된다. 본 연구에서는 이러한 품질보증 반환 데이터의 반환율을 그래프상에 어떻게 타점할 것인지 먼저 살펴본다. 이어서 이런 데이터는 좌측 및 우측 중도중단 데이터의 결합으로 생각할 수 있으므로 이런 데이터에 대해 와이블 분포 등을 적합시켜 신뢰성분석을 실시해본다. 마지막으로 좌측 중도중단 데이터의 경우 구체적인 반환시기를 알 수 있다면 좌측 중도중단 데이터는 고장 데이터가 되어, 이제는 우측 중도중단만 남게 되는데, 이때에도 와이블분포 등을 적합시켜 신뢰성분석을 실시해보고자 한다.

Estimation for the double Rayleigh distribution based on progressive Type-II censored samples

  • Kang, Suk-Bok;Jung, Won-Tae
    • Journal of the Korean Data and Information Science Society
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    • 제20권6호
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    • pp.1199-1206
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    • 2009
  • This paper deals with the estimation based on progressive Type-II censored samples from the double Rayleigh distribution. We derive some estimators of the location and scale parameters of the double Rayleigh distribution based on progressive Type-II censored samples. We compare the proposed estimators in the sense of the mean squared error for various censored samples.

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Estimation for scale parameter of type-I extreme value distribution

  • Choi, Byungjin
    • Journal of the Korean Data and Information Science Society
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    • 제26권2호
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    • pp.535-545
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    • 2015
  • In a various range of applications including hydrology, the type-I extreme value distribution has been extensively used as a probabilistic model for analyzing extreme events. In this paper, we introduce methods for estimating the scale parameter of the type-I extreme value distribution. A simulation study is performed to compare the estimators in terms of mean-squared error and bias, and the obtained results are provided.

The local influence of LIU type estimator in linear mixed model

  • Zhang, Lili;Baek, Jangsun
    • Journal of the Korean Data and Information Science Society
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    • 제26권2호
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    • pp.465-474
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    • 2015
  • In this paper, we study the local influence analysis of LIU type estimator in the linear mixed models. Using the method proposed by Shi (1997), the local influence of LIU type estimator in three disturbance models are investigated respectively. Furthermore, we give the generalized Cook's distance to assess the influence, and illustrate the efficiency of the proposed method by example.

A Program for Teaching Type I and Type II Errors

  • Choi, Hyun-Seok
    • Journal of the Korean Data and Information Science Society
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    • 제17권1호
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    • pp.19-30
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    • 2006
  • The purpose of this article is to develop a program for teaching Type I and Type II errors in one sample. In this program, the concepts of two errors are visually explained, and the probabilities of two errors are also visually displayed as the rejection region changes or the sample size changes. Also, in this program, the power curve and the operating characteristic curve are visually displayed in terms of the parameter value of interest.

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Information Loss from Type I versus Type II Censoring

  • Lim, Jo-Han;Song, Hyun-Seok;Lee, Sung-Im
    • Communications for Statistical Applications and Methods
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    • 제13권2호
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    • pp.441-448
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    • 2006
  • If the completely observed data are assumed to have full information, the censoring causes the loss of information. Previous studies have introduced the indices of information loss via measuring relative changes between the data with censoring and without censoring. In this paper, the comparisons are made for the information loss between type I and type II censoring in two sample problems.

사상체질의 혈액학적 분석에 따른 고찰 (Study According to Hematological Analysis of Sasang Constitution)

  • 윤현민;이채우;서현숙
    • 동의생리병리학회지
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    • 제19권3호
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    • pp.729-735
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    • 2005
  • This study was to analyze the difference between blood type and blood constitution according to Sasang constitution. The subjects were 302 men who visited blood donation house. Data collection was performed by using questionnaire that included three types of Sasang constitution. The data were analyzed as frequency, percentage, ${\chi}$2-test and ANOVA using SPSS 10.0 WIN Program. There was significant difference statistically in frequency of blood type as per Sasang constitution(${\chi}$2 =53.254, p=.000). Soyangin got most number in B type(34.7%), O type(26.7%), A type(21.8%), AB type(16.8%) in order. Taewumin got most number in O type (45.8%), A type(31.3%), B type(22.1%) and AB type(0.8%) in order, and in case of Sowumin, most in A type(54.3%), B type(24.3%), O type (11.4%) and AB type(10.0%) in order. In weight, height, fatness, hemoglobin, Hematocrit, platelet, ALT, AST and cholesterol, it appears that there is significant difference according to Sasang constitution. If proper regimen according to Sasang constitution by grasping the special features as per Sasang constitution through analyzing the difference as per Sasang constitution based on the results of above study is applied.

Reliability Estimation in Bivariate Pareto Model with Bivariate Type I Censored Data

  • 조장식;조길호;강상길
    • 한국데이터정보과학회:학술대회논문집
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    • 한국데이터정보과학회 2003년도 추계학술대회
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    • pp.31-38
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    • 2003
  • In this paper, we obtain the estimator of system reliability for the bivariate Pareto model with bivariate type 1 censored data. We obtain the estimators and approximated confidence intervals of the reliability for the parallel system based on likelihood function and the relative frequency, respectively. Also we present a numerical example by giving a data set which is generated by computer.

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Bayesian estimation in the generalized half logistic distribution under progressively type-II censoring

  • Kim, Yong-Ku;Kang, Suk-Bok;Se, Jung-In
    • Journal of the Korean Data and Information Science Society
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    • 제22권5호
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    • pp.977-989
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    • 2011
  • The half logistic distribution has been used intensively in reliability and survival analysis especially when the data is censored. In this paper, we provide Bayesian estimation of the shape parameter and reliability function in the generalized half logistic distribution based on progressively Type-II censored data under various loss functions. We here consider conjugate prior and noninformative prior and corresponding posterior distributions are obtained. As an illustration, we examine the validity of our estimation using real data and simulated data.