• 제목/요약/키워드: sequential procedures

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군집 알고리즘을 이용한 순차적 이상치 탐지법 (A sequential outlier detecting method using a clustering algorithm)

  • 서한손;윤민
    • 응용통계연구
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    • 제29권4호
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    • pp.699-706
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    • 2016
  • 검정절차가 생략된 이상치 탐지법은 구조적으로 수렁효과나 가면효과에 취약하기 때문에 다수의 이상치를 제대로 탐지하지 못할 때가 있다. 본 연구에서는 군집화에 의하여 구분된 소수 관찰치군을 이상치로 판정하는 방법에 보완될 검정절차를 다룬다. 이에 관련된 일반적인 방법은 탐지된 이상치 후보군의 개별적인 관찰치에 대해 다양한 종류의 t-검정을 수행하는 것이다. 본 연구에서는 이상치 후보군에 대한 검정을 수행하고 군집나무의 절단기준을 변경시켜 새로운 이상치군을 탐색해 나가는 순차적인 방법을 제안한다. 예제와 모의실험을 통해 제시된 방법과 기존의 방법들을 비교한다.

Resonance of a rectangular plate influenced by sequential moving masses

  • Hassanabadi, Mohsen Ebrahimzadeh;Attari, Nader K.A.;Nikkhoo, Ali;Mariani, Stefano
    • Coupled systems mechanics
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    • 제5권1호
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    • pp.87-100
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    • 2016
  • In this work, an improved semi-analytical technique is adopted to track the dynamic response of thin rectangular plates excited by sequential traveling masses. This technique exploits a so-called indirect definition of inertial interaction between the moving masses and the plate and leads to a reduction, in the equations of motion, of the number of time-varying coefficients linked to the changing position of the masses. By employing this optimized method, the resonance of the plate can be obtained according to a parametric study of relevant maximum dynamic amplification factor. For the case of evenly spaced, equal masses travelling along a straight line, the resonance velocity of the masses themselves is also approximately predicted via a fast methodology based on the fundamental frequency of the system only.

The Scale Ratio Testing of Multiple Outliers in Linear Regression

  • Park, Jin-Pyo
    • Journal of the Korean Data and Information Science Society
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    • 제14권3호
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    • pp.673-685
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    • 2003
  • In this paper we consider the problem of identifying and testing outliers in linear regression. First we consider the problem for testing the null hypothesis of no outliers. A test based on the ratio of two residual scale estimates is proposed. We show the asymptotic distribution of the test statistics by Monte Carlo simulation and investigate its properties. Next we consider the problem of identifying the outliers. A forward sequential procedure using the suggested test is proposed and shown to perform fairly well. Unlike other forward procedures, the present one is unaffected by masking and swamping effects because the test statistic is based on robust scale estimate.

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The Identification Of Multiple Outliers

  • Park, Jin-Pyo
    • Journal of the Korean Data and Information Science Society
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    • 제11권2호
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    • pp.201-215
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    • 2000
  • The classical method for regression analysis is the least squares method. However, if the data contain significant outliers, the least squares estimator can be broken down by outliers. To remedy this problem, the robust methods are important complement to the least squares method. Robust methods down weighs or completely ignore the outliers. This is not always best because the outliers can contain some very important information about the population. If they can be detected, the outliers can be further inspected and appropriate action can be taken based on the results. In this paper, I propose a sequential outlier test to identify outliers. It is based on the nonrobust estimate and the robust estimate of scatter of a robust regression residuals and is applied in forward procedure, removing the most extreme data at each step, until the test fails to detect outliers. Unlike other forward procedures, the present one is unaffected by swamping or masking effects because the statistics is based on the robust regression residuals. I show the asymptotic distribution of the test statistics and apply the test to several real data and simulated data for the test to be shown to perform fairly well.

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Unified methods for variable selection and outlier detection in a linear regression

  • Seo, Han Son
    • Communications for Statistical Applications and Methods
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    • 제26권6호
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    • pp.575-582
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    • 2019
  • The problem of selecting variables in the presence of outliers is considered. Variable selection and outlier detection are not separable problems because each observation affects the fitted regression equation differently and has a different influence on each variable. We suggest a simultaneous method for variable selection and outlier detection in a linear regression model. The suggested procedure uses a sequential method to detect outliers and uses all possible subset regressions for model selections. A simplified version of the procedure is also proposed to reduce the computational burden. The procedures are compared to other variable selection methods using real data sets known to contain outliers. Examples show that the proposed procedures are effective and superior to robust algorithms in selecting the best model.

GRAFCET을 이용한 프로그램형 제어기의 제어기능 설계 및 모니터링에 관한 연구 (A study on programming and monitor system of the PLC using GRAFCET)

  • 한승수;최돈;김현기;우광방
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1987년도 정기총회 및 창립40주년기념 학술대회 학회본부
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    • pp.90-94
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    • 1987
  • A structured user-friendly procedures which enable users to program in GRAFCET form directly from sequence specifications have been developed. Using these procedures, we can program the programmable logic controller (PLC) in sequential control and realize programming, debugging, and real-time monitoring. GRAFCET has many advantages like parallelism expression, so we can expect higher productivity and easier maintenance than boolean language or relay-ladder diagram specification when adapts them to PLC.

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On Effect of Nonnormality on Size of Test for Dimensionality in Discriminant Analysis

  • Changha Hwang
    • Communications for Statistical Applications and Methods
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    • 제3권3호
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    • pp.25-30
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    • 1996
  • In discriminant analysis the procedures commonly used to estimate the dimensionality involve testing a sequence of dimensionality hypotheses. There is a problem with the size of the test since dimensionality hypotheses are tested sequentially and thus they are actually conditional tests. The focus of this paper is to investigate in asymptotic sense what happens to the sequential testing procedure if the assumption of normality does not hold.

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치과치료(齒科治療)에 따른 아동(兒童)의 심리적(心理的) 반응도(反應度) (CHILDREN'S RESPONSE TO SEQUENTIAL DENTAL VISITS)

  • 김혜숙
    • 대한소아치과학회지
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    • 제6권1호
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    • pp.35-41
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    • 1979
  • Of 42 children, 21 in male and 21 in female, whose ages ranged from 2 to 5 years old, the response of young children to their initial series of dental visits was examined. The results were as follows; 1. With continued experience, the child's response improved, indicating desensitization to dental stress. 2. Experience may reduce the general amount of negative response by allowing the child to accurately distinguish between stressful and non-stressful procedures.

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Effects of a simplified drilling protocol at 50 rpm on heat generation under water-free conditions: an in vitro study

  • Hyeon-Ji Jang;Jin-Un Yoon;Ji-Young Joo;Ju-Youn Lee;Hyun-Joo Kim
    • Journal of Periodontal and Implant Science
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    • 제53권1호
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    • pp.85-95
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    • 2023
  • Purpose: In recent years, guided implant surgery has been widely used for the convenience of patients and surgeons. Further streamlining the surgical procedure would make implant surgery more convenient. Low-speed water-free conditions are often used in guided implant surgery. Therefore, in this study, we attempted to confirm once again whether drilling was safe at a low speed without water. The main purpose of this study was to evaluate whether a simplified drilling protocol that omits some intermediate steps in the drilling process was safe from the viewpoint of heat generation. Methods: D1 density artificial bone blocks were drilled under 50 rpm, 10 N·cm water-free conditions, and the surface temperature was measured using a digital infrared camera. First, drilling was performed with the sequential drilling method, which is the most widely used technique. Second, for each drill diameter, the temperature change was measured while performing simplified drilling with omission of the previous 1, 2, or 3 steps. Results: In sequential drilling, the heat generated during drilling at all diameters was less than the critical temperature of osteonecrosis (47℃) except for the ⌀2 drill. Statistical significance was observed in all groups when comparing sequential and simplified drilling in the ⌀3.2, ⌀3.8, and ⌀4.3 drills (P<0.001). However, in the simplified drilling procedures, the temperature was below the osteonecrosis threshold temperature (47℃) except for the ⌀4.3 drill with the omission of the previous 3 steps (⌀3.0, ⌀3.2, and ⌀3.8). Conclusions: In general, drilling under low-speed, water-free conditions has shown stable results in terms of heat generation. Simplified drilling showed statistically significantly greater heat generation than sequential drilling. However, most of the diameters and omitted steps seem to be clinically acceptable, so it will be useful if an appropriate selection is made according to the patient's clinical condition.

휴ㆍ폐광산지역에서 폐재내 중금속의 존재형태 및 용출특성에 관한 연구 (A Study on Fractions and Leaching Potential of Heavy Metals in Abandoned Mine Wastes)

  • 김휘중;양재의;이재영;전상호
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제8권3호
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    • pp.45-55
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    • 2003
  • 연구의 목적은 광산활동에 의해 발생된 폐재에 의해 오염된 토양에 포함된 중금속의 존재형태와 용출특성에 대하여 비교 분석하는데 있다. 실험에 이용된 중금속 존재형태 분류는 다섯가지로 adsorbed, carbonate, reducible, organic과 residual 형태로 나누었다. 토양내 유기물의 함량 정도는 상동광산에서 발생된 광미가 석탄폐재보다 낮은 것으로 나타났다. 오염된 토양의 중금속 용출 실험에 의하면 석탄폐석과 광미내의 카드뮴의 경우 낮은 용출량을 보였으며, 대부분이 reduciblel fraction에서 용출된 것으로 관찰되었다 상동광산에서 발생된 광미에 포함된 니켈은 혐기성 상황이 되면 총량의 약 46.4%가 용출될 것으로 사료되며, 구리의 경우 약 39.4%가 용출될 것으로 판단된다. pH 3.0과 pH 5.6의 용출조건하에서 석탄 폐석과 광미의 용출랑의 점진적인 증가는 30분안에 이루어졌으며, 광미의 경우 니켈은 pH 3.0과 pH 5.6에서 용출 3시간까지 계속 증가되는 상태를 보였다.