• 제목/요약/키워드: Masking effects

검색결과 104건 처리시간 0.027초

The Forward Sequential Procedure for the Identifying Multiple Outliers in Linear Regression

  • Park, Jin-Pyo
    • Journal of the Korean Data and Information Science Society
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    • 제16권4호
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    • pp.1053-1066
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    • 2005
  • In this paper we consider the problem of identifying and testing outliers in linear regression. First we consider the use of the so-called scale ratio tests for testing the null hypothesis of no outliers. This test is based on the ratio of two residual scale estimates. We show the asymptotic distribution of the test statistics and investigate its properties. Next we consider the problem of identifying the outliers. A forward sequential procedure using the suggested test is proposed. The new method is compared with classical procedure in the real data example. 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 Detection and Testing of Multiple Outliers in Linear Regression

  • Park, Jin-Pyo;Zamar, Ruben H.
    • Journal of the Korean Data and Information Science Society
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    • 제15권4호
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    • pp.921-934
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    • 2004
  • We consider the problem of identifying and testing outliers in linear regression. First, we consider the scale-ratio tests 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 test statistics and investigate the properties of the test. Next we consider the problem of identifying the outliers. A forward procedure based on the suggested test is proposed and shown to perform fairly well. The forward procedure is unaffected by masking and swamping effects because the test statistics used a 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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중량충격음의 청감 평가에 대한 배경 소음의 영향 (Investigating the Effect of Background Noise on Magnitude Estimation of Heavy-weight Impact Noise)

  • 정영;송희수;전진용
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2003년도 춘계학술대회논문집
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    • pp.202-207
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    • 2003
  • The purpose of this study was to investigate the effect of background noise on loudness magnitude estimation of Heavy-weight impact noise. Relationship between loudness magnitude estimation and estimation methods about floor impact noise had appeared low in apartment which receive much effect of background noise. Then, to need new estimation method abut effect of background noise. Masking effects by background noise is increased steadily, there is a continuous transition between an audible impact noise and one that is totally masked. Result 1 hat analyze interrelationship of phychoacoustical data and values through Zwicker Parameters, to Investigate that an estimation experiment about Annoyance need.

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Searching for X-ray cavities in various galaxy environments

  • Shin, Jaejin;Woo, Jong-Hak;Mulchaey, John S.
    • 천문학회보
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    • 제39권1호
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    • pp.46.1-46.1
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    • 2014
  • In understanding "cooling flow" problem and the galaxy-SMBH co-evolution, AGN feedback is considered as one of the most important phenomena. Among various AGN feedback phenomena, X-ray cavities are particularly useful for studying AGN feedback over 10 kpc scales, as the origin of X-ray cavities is believed to be related to radio jet from AGN. For a comprehensive study of X-ray cavities, we collect all available diffuse X-ray data of galaxies in various galaxy environments, ranging from field galaxies to galaxy clusters, using the Chandra X-ray data archive. As a result we build up a sample of 87 targets showing enough X-ray photons to perform the analysis. Using modeling and unsharp masking techniques, we detected X-ray cavities and measured their physical properties (i.e., cavity size) for the 49 targets. Here, we present X-ray cavity properties and discuss environmental effects.

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Selective Transport of Lead(II) through a Bulk Liquid Membrane Using a Cooperative Carrier Composed of Benzylaza-12-crown-4 and Oleic Acid

  • Kazemi, Sayed Yahya;Shamsipur, Mojtaba
    • Bulletin of the Korean Chemical Society
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    • 제26권6호
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    • pp.930-934
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    • 2005
  • A chloroform membrane system containing a given mixture of benzylaza-12-crown-4 and oleic acid is introduced for the selective and efficient transport of $Pb^{2+}$ ion. The transport was capable of moving metal ions ‘up-hill’. In the presence of ${S_2O_3}^{2-}$ion as a suitable metal ion acceptor in the receiving phase, the amount of lead ion transport across the liquid membrane after 150 minutes is (95.0 ${\pm}$ 1.7)%. The selectivity and efficiency of lead transport from aqueous solution containing $Tl^+,\;Ag^+,\;Mg^{2+},\;Ca^{2+},\;Co^{2+},$ $Ni^{2+},\;Cu^{2+},\;Zn^{2+},\;Hg^{2+}$ and $Cd^{2+}$were investigated. In the presence of thiosulfate as a suitable masking agent in the source phase, the interfering effects of $Ag^+\;and\;Cu^{2+}$ were diminished drastically.

웨이브릿 영상 압축을 위한 인간 시각 가중 양자화기의 설계 (A design of visual weighted quantizer for wavelet image compression)

  • 엄일규;김재호
    • 한국통신학회논문지
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    • 제22권3호
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    • pp.493-505
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    • 1997
  • In this paper, a wavelet image compression method using human visually estimated quantizer is proposed. The quantizer has three components. These are constructed by using effects of frequency band, background luminance, and spatial masking. The first quantization factor is a fixed constant value for each band. The second factor is calculated by averaging four wavelet coefficients in the lowest frequency band. The third factor is determined by the difference between wavelet coefficients in the lowest frequency band. Arithmetic coding is used for encoding quantized wavelet coefficients. Coefficients in the lowest band are transmitted without loss. Therefore the compressed image is decompressed by using three quantization factors which can be calculated in the receiver. Compared with previous image compression methods which adopted human visual system, the proposed method shows improved results with less computational cost.

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Least quantile squares method for the detection of outliers

  • Seo, Han Son;Yoon, Min
    • Communications for Statistical Applications and Methods
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    • 제28권1호
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    • pp.81-88
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    • 2021
  • k-least quantile of squares (k-LQS) estimates are a generalization of least median of squares (LMS) estimates. They have not been used as much as LMS because their breakdown points become small as k increases. But if the size of outliers is assumed to be fixed LQS estimates yield a good fit to the majority of data and residuals calculated from LQS estimates can be a reliable tool to detect outliers. We propose to use LQS estimates for separating a clean set from the data in the context of outlyingness of the cases. Three procedures are suggested for the identification of outliers using LQS estimates. Examples are provided to illustrate the methods. A Monte Carlo study show that proposed methods are effective.

A Study on UCC and Information Security for Personal Image Contents Based on CCTV-UCC Interconnected with Smart-phone and Mobile Web

  • Cho, Seongsoo;Lee, Soowook
    • International Journal of Internet, Broadcasting and Communication
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    • 제7권2호
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    • pp.56-64
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    • 2015
  • The personal image information compiled through closed-circuit television (CCTV) will be open to the internet with the technology such as Long-Tail, Mash-Up, Collective Intelligence, Tagging, Open Application Programming Interface (Open-API), Syndication, Podcasting and Asynchronous JavaScript and XML (AJAX). The movie User Created Contents (UCC) connected to the internet with the skill of web 2.0 has the effects of abuse and threat without precedent. The purpose of this research is to develop the institutional and technological method to reduce these effects. As a result of this research, in terms of technology this paper suggests Privacy Zone Masking, IP Filtering, Intrusion-detection System (IDS), Secure Sockets Layer (SSL), public key infrastructure (PKI), Hash and PDF Socket. While in terms of management this paper suggests Privacy Commons and Privacy Zone. Based on CCTV-UCC linked to the above network, the research regarding personal image information security is expected to aid in realizing insight and practical personal image information as a specific device in the following research.

송화측음 및 실내소음이 송화 음성레벨에 미치는 영향 (Effects of Talker Sidetone and Room Noise on the Speech Level of a Talker)

  • 강경옥;강성훈
    • 한국음향학회지
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    • 제11권1호
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    • pp.52-59
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    • 1992
  • 전화통화시에 송화측음과 실내소음에 따른 송화자의 음성레벨의 변화를 정량적으로 파악하기 위하여, 음성레벨 측정 알고리즘을 고찰하고, 송화측음과 실내소음의 함수로 송화 음성레벨을 측정하였다. 그 결과, 송화측음의 변화에 따라 송화자는 자신의 음성이 송화측음에 의해 마스킹되는 비율에 따라 음성레벨을 조절하여, 항상 자신의 귀로 되돌아오는 음성의 심리적 크기를 일정하게 유지하려는 모니터 기능을 보였다. 또한 송화기를 통한 실내소음이 측음의 변화에 따라 음성레벨에 미치는 영향에 대해서도 알아 본 결과, 실내소음이 증가할수록 피험자는 무의식적으로 송화시 전화기 핸드셋을 통한 자신의 음성이 소음에 의해 마스크되는 양만큼 자신의 음성을 크게 하여, 수화기를 통해 자신의 귀에 되돌아오는 심리적인 음성의 크기를 일정하게 유지하려는 경향을 보였다.

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