• 제목/요약/키워드: asymmetric errors

검색결과 53건 처리시간 0.025초

데이터 마이닝의 비대칭 오류비용을 이용한 지능형 침입탐지시스템 개발 (Intelligent Intrusion Detection Systems Using the Asymmetric costs of Errors in Data Mining)

  • 홍태호;김진완
    • 한국정보시스템학회지:정보시스템연구
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    • 제15권4호
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    • pp.211-224
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    • 2006
  • This study investigates the application of data mining techniques such as artificial neural networks, rough sets, and induction teaming to the intrusion detection systems. To maximize the effectiveness of data mining for intrusion detection systems, we introduced the asymmetric costs with false positive errors and false negative errors. And we present a method for intrusion detection systems to utilize the asymmetric costs of errors in data mining. The results of our empirical experiment show our intrusion detection model provides high accuracy in intrusion detection. In addition the approach using the asymmetric costs of errors in rough sets and neural networks is effective according to the change of threshold value. We found the threshold has most important role of intrusion detection model for decreasing the costs, which result from false negative errors.

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Hidden Truncation Normal Regression

  • Kim, Sungsu
    • Communications for Statistical Applications and Methods
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    • 제19권6호
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    • pp.793-798
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    • 2012
  • In this paper, we propose regression methods based on the likelihood function. We assume Arnold-Beaver Skew Normal(ABSN) errors in a simple linear regression model. It was shown that the novel method performs better with an asymmetric data set compared to the usual regression model with the Gaussian errors. The utility of a novel method is demonstrated through simulation and real data sets.

The Effects of Imprecise Measurement on the Economic Asymmetric $\bar{X}$ and S Control Charts

  • Yang, Su-Fen
    • International Journal of Quality Innovation
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    • 제3권2호
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    • pp.46-56
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    • 2002
  • The presence of imprecise measurement may seriously affect the efficiency of process control and production cost. A cost model is derived to determine the design parameters of the economic asymmetric $\bar{X}$ and S control charts including measurement errors. The effects of imprecise measurement on the performance of the economic asymmetric $\bar{X}$ and S control charts and production cost are examined for the case where the process mean and process standard deviation may change. Application of the proposed control charts is demonstrated through an example. Numerical examples illustrate the effects of imprecise measurement on the design parameters of the proposed control charts. It shows that the imprecision measurement may seriously affrct the ability of the proposed control charts to detect process disturbances quickly, change the sampling frequency, and increase the production cost compared to the control charts excluding measurement errors.

New Calibration Methods with Asymmetric Data

  • Kim, Sung-Su
    • 응용통계연구
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    • 제23권4호
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    • pp.759-765
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    • 2010
  • In this paper, two new inverse regression methods are introduced. One is a distance based method, and the other is a likelihood based method. While a model is fitted by minimizing the sum of squared prediction errors of y's and x's in the classical and inverse methods, respectively. In the new distance based method, we simultaneously minimize the sum of both squared prediction errors. In the likelihood based method, we propose an inverse regression with Arnold-Beaver Skew Normal(ABSN) error distribution. Using the cross validation method with an asymmetric real data set, two new and two existing methods are studied based on the relative prediction bias(RBP) criteria.

A Partial Response Maximum Likelihood Detection Using Modified Viterbi Decoder for Asymmetric Optical Storage Channels

  • Lee, Kyu-Suk;Lee, Joo-Hyun;Lee, Jae-Jin
    • 한국통신학회논문지
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    • 제30권7C호
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    • pp.642-646
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    • 2005
  • We propose an improved partial response maximum likelihood (PRML) detector with the branch value compensation of Viterbi decoder for asymmetric high-density optical channel. Since the compensation value calculated by a survival path is applied to each branch metric, it reduces the detection errors by the asymmetric channel. The proposed PRML detection scheme improves the detection performance on the $2^{nd},\;3^{rd}\;and\;4^{th}$ order PR targets for asymmetric optical recording channel.

비대칭 감쇠 시스템의 민감도 해석을 위한 개선된 모드법 (Modified Modal Methods for Sensitivity Analysis of Asymmetric Damped System)

  • 문영종;조지성;오주원;이인원
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 추계학술대회논문집
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    • pp.530-533
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    • 2004
  • It is well known that many real systems have asymmetric mass, damping and stiffness matrices. In this case, the method for calculating eigenpair sensitivity is different from that of symmetric system. To determine the derivatives of the eigenpairs in asymmetric damped case, a modal method was recently developed by Adhikari. When a dynamic system has many degrees of freedom, only a few lower modes are available, and because the higher modes should be truncated to use the modal method, the errors may become significant. In this paper a procedure for determining the sensitivities of the eigenpairs of asymmetric damped system using a few lowest set of modes is proposed. Numerical examples show that proposed method achieves better calculating efficiency and highly accurate results when a few modes are used.

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딥러닝 기반의 다중 클라우드 환경에서 빅 데이터의 안전성을 보장하기 위한 비대칭 데이터 저장 관리 기법 (Asymmetric data storage management scheme to ensure the safety of big data in multi-cloud environments based on deep learning)

  • 정윤수
    • 디지털융복합연구
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    • 제19권3호
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    • pp.211-216
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    • 2021
  • 분산 클라우드 환경에서는 다양한 이기종 장치의 정보들이 꾸준하게 증가하고 있다. 이 같은 이유는 고속의 네트워크의 속도와 대용량의 멀티미디어 데이터가 사용되고 있기 때문이다. 그러나, 이기종의 장치에서 송·수신되는 빅데이터의 정보 오류를 최소화하기 위한 방법은 여전히 연구가 진행되고 있다. 본 논문에서는 클라우드 환경에서 송·수신되는 정보들에 의해 발생되는 네트워크의 대역폭과 데이터 오류 최소화를 위한 딥러닝 기반의 비대칭적 저장 관리기법을 제안한다. 제안 기법은 각각의 디바이스에서 생성되는 빅 데이터정보를 비대칭적으로 해시 처리한 후 로드 밸런스를 최적화하기 위해서 딥러닝 기술을 적용하고 있다. 제안 기법은 각 디바이스에서 수집된 빅 데이터의 오류를 허용하는 동시에 빅 데이터의 연계 정보를 n개의 클러스터 그룹으로 그룹핑함으로써 빅 데이터의 연결성을 확보한 것이 특징이다. 특히, 제안 기법은 빅 데이터간의 유사 값을 시드로 추출한 손실 함수를 사용하였기 때문에 비대칭적으로 빅 데이터를 저장 관리 할때의 정보 오류를 최소화하였다.

잔류진동 저감을 위한 비대칭 S-curve 프로파일의 영점 배치법 (Zero Placement of the Asymmetric S-curve Profile to Minimize the Residual Vibration)

  • 하창완;류근호;김경수;김수현
    • 제어로봇시스템학회논문지
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    • 제18권4호
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    • pp.308-313
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    • 2012
  • Robust tuning rules of the motion profile are proposed to minimize the residual vibration. For asymmetric S-curve profile, tuning rules are analytically formulated using Laplace-domain approach. When the system modeling is known exactly, by placing a single zero of the motion profile on the pole of the system, the residual vibration can be perfectly eliminated under undamped system. However, if there are some amounts of the modeling errors, the residual vibration significantly increases. To track this issue, the robust tuning rules against modeling error are discussed. One of the proposed robust tuning rules is placing the multiple zeros of the motion profile on the pole of the system, and the other is placing the zeros of the motion profile around the pole of the system. Thanks to the proposed robust tuning rules, motion profile becomes more robust to modeling errors while minimizing the residual vibration. By simulation, the effectiveness of the proposed robust tuning rules is verified.

Seismic response of torsional structures considering the possibility of diaphragm flexibility

  • Eivani, Hamed;Moghadam, Abdolreza S.
    • Structural Engineering and Mechanics
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    • 제77권4호
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    • pp.463-472
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    • 2021
  • Fully rigid floor diaphragm is one of the main assumptions that are widely used in common practices due to its simple application. However, determining the exact degree of diaphragms flexibility cannot be easily accomplished without finite element modeling, which is an expensive and time-consuming procedure. Therefore, it is always possible that apparently rigid diaphragms, based on prescriptive limitations of seismic codes, experience some degrees of flexibility during the earthquakes. Since diaphragm flexibility has more uncertainties in asymmetric-plan structures, this study focuses on errors resulting from probable floor diaphragm flexibility of torsionally restrained structures. The analytical models used in this study were single-story buildings with asymmetric plan and RC shear walls. Although floor system is not considered explicitly, a wide range of considered diaphragm flexibility, from fully rigid to quite flexible, allows the results to be generalizable to a lot of lateral load resisting systems as well as floor systems. It has been shown that in addition to previously known effects of diaphragm flexibility, presence of orthogonal side elements during design procedure with rigid diaphragm assumption and rapid reduction in their absorbed forces can also be an important source to increase errors due to flexibility. Accordingly, from the obtained results the authors suggest designers to consider the possibility of diaphragm flexibility and its adverse effects, especially in torsionally restrained systems in their common designs.

비대칭 감쇠 시스템의 고유진동수와 모드의 미분을 구하기 위한 모드법 의 개선 (Modified Modal Method for Eigenderivative Analysis of Asymmetric Damped System)

  • 문영종;박선규;이인원
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 2001년도 추계 학술발표회 논문집 Proceedings of EESK Conference-Fall 2001
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    • pp.125-130
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    • 2001
  • It is well known that many real systems have asymmetric mass, damping and stiffness matrices. In this case, the method for calculating eigenpair sensitivity is different from that of symmetric system. To determine the derivatives of the eigenpairs in asymmetric damped case, a modal method was recently developed by Adhikari. When a dynamic system has many degrees of freedom, only a few lower modes are available, and because the higher modes should be truncated to use the modal method, the errors may become significant. In this paper a procedure for determining the sensitivities of the eigenpairs of asymmetric damped system using a few lowest set of modes is proposed. Numerical examples show that proposed method achieves better calculating efficiency and highly accurate results when a few modes are used.

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