• 제목/요약/키워드: Sequential probability ratio test

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국소 최적성과 순차 기준을 바탕으로 한 검파 기법: 1. 문턱값 분석 (Detection Schemes Based on Local Optimality and Sequential Criterion: 1. Threshold Analysis)

  • 최상원;오종호;권형문;윤석호;배진수;송익호
    • 한국통신학회논문지
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    • 제30권6C호
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    • pp.532-540
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    • 2005
  • 이 논문에서는 새로운 약신호 검파 기법을 얻어, 그 기법과 국소 최적 검파 기법을 바탕으로 순차 검파 방식을 이끌어낸다. 먼저, 1부에서는 새로운 약신호 검파 기법을 제안하고, 흥미로운 문턱값 성질을 몇가지 밝히며, 여러 가지 잡음 분포에서 문턱값 보기를 다룬다. 한편, 2부에서는 제안한 순차 검파 방식의 성능을 고정 표본 검파 방식, 순차 확률비 검파 방식, 끝을 자른 순차 확률비 검파 방식의 성능과 견주어 본다.

국소 최적성과 순차 기준을 바탕으로 한 검파 기법: 2. 성능 분석 (Detection Schemes Based on Local Optimality and Sequential Criterion: 2. Performance Analysis)

  • 최상원;강현구;이주미;박소령;김선용;송익호
    • 한국통신학회논문지
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    • 제30권10C호
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    • pp.1027-1035
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    • 2005
  • 이 논문에서는, 약한 신호를 검파하는 데에 알맞도록 1부에서 얻은 순차 검파 방식의 성능을 고정 표본 검파방식, 순차 확률비 검파 방식, 끝을 자른 순차 확률비 검파 방식의 성능과 견주어 본다. 제안한 순차 검파 방식은 순차 확률비 검파 방식과 견주어 볼 때, 얼개가 같거나 덜 복잡하고 신호를 더 빠르게 검파할 때가 많다. 아울러, 제안한 순차 검파 방식은 고정 표본 검파 방식과 끝을 자른 순차 확률비 검파 방식과 견주어 얼개가 덜 복잡하거나 같고 필요한 관측수가 늘 적다.

Enhanced Robust Cooperative Spectrum Sensing in Cognitive Radio

  • Zhu, Feng;Seo, Seung-Woo
    • Journal of Communications and Networks
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    • 제11권2호
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    • pp.122-133
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    • 2009
  • As wireless spectrum resources become more scarce while some portions of frequency bands suffer from low utilization, the design of cognitive radio (CR) has recently been urged, which allows opportunistic usage of licensed bands for secondary users without interference with primary users. Spectrum sensing is fundamental for a secondary user to find a specific available spectrum hole. Cooperative spectrum sensing is more accurate and more widely used since it obtains helpful reports from nodes in different locations. However, if some nodes are compromised and report false sensing data to the fusion center on purpose, the accuracy of decisions made by the fusion center can be heavily impaired. Weighted sequential probability ratio test (WSPRT), based on a credit evaluation system to restrict damage caused by malicious nodes, was proposed to address such a spectrum sensing data falsification (SSDF) attack at the price of introducing four times more sampling numbers. In this paper, we propose two new schemes, named enhanced weighted sequential probability ratio test (EWSPRT) and enhanced weighted sequential zero/one test (EWSZOT), which are robust against SSDF attack. By incorporating a new weight module and a new test module, both schemes have much less sampling numbers than WSPRT. Simulation results show that when holding comparable error rates, the numbers of EWSPRT and EWSZOT are 40% and 75% lower than WSPRT, respectively. We also provide theoretical analysis models to support the performance improvement estimates of the new schemes.

화자확인에서 일정한 결과를 얻기 위한 빠른 순시 확률비 테스트 방법 (Fast Sequential Probability Ratio Test Method to Obtain Consistent Results in Speaker Verification)

  • 김은영;서창우;전성채
    • 말소리와 음성과학
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    • 제2권2호
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    • pp.63-68
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    • 2010
  • A new version of sequential probability ratio test (SPRT) which has been investigated in utterance-length control is proposed to obtain uniform response results in speaker verification (SV). Although SPRTs can obtain fast responses in SV tests, differences in the performance may occur depending on the compositions of consonants and vowels in the sentences used. In this paper, a fast sequential probability ratio test (FSPRT) method that shows consistent performances at all times regardless of the compositions of vocalized sentences for SV will be proposed. In generating frames, the FSPRT will first conduct SV test processes with only generated frames without any overlapping and if the results do not satisfy discrimination criteria, the FSPRT will sequentially use frames applied with overlapping. With the progress of processes as such, the test will not be affected by the compositions of sentences for SV and thus fast response outcomes and even consistent performances can be obtained. Experimental results show that the FSPRT has better performance to the SPRT method while requiring less complexity with equal error rates (EER).

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컴퓨터 평가 기반 학습 시스템 설계 및 개발 연구 (A Study on the Design and Development of Computer Based Learning and Test System)

  • 허균
    • 수산해양교육연구
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    • 제27권4호
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    • pp.1160-1171
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    • 2015
  • The purpose of this study is to design and develop a computer based learning and test system, which supports not only testing learner's ability but also learning contents with giving feedback and hint. In order to design and develop a computer based learning and test system, Visual Basic dot Net software is used. The system works in three stages: sequential problem solving stage, randomized problem solving stage, and the challenge stage of pass/fail. The results of this study are as follows: (a) We propose the context of design for the computer based learning and test system. (b) We design and develop items display function with sequential and random algorithm in this system. (c) We design and develop pass/fail function by applying SPRT(Sequential Probability Ratio Testing) algorithm in the computer based learning and test system.

정보 전달이 보다 효과적인 변형된 축차확률비검정 (More informative sequential probability ratio test)

  • 박노진
    • 응용통계연구
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    • 제9권2호
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    • pp.109-117
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    • 1996
  • 본 논문에서는 정보 전달 능력이 향상된 변형된 축차확률비검정을 소개한다. 새로운 검정은 기존의 검정과 수학적인 면에서 공통된 점들을 갖고 있으나, 이상치의 영향을 덜 받고 더욱이 그 존재에 대하여 시각적으로 보여주며, 또한 자료의 변화에 보다 민감하게 반응하는 특성이 있다.

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Malware Detector Classification Based on the SPRT in IoT

  • Jun-Won Ho
    • International journal of advanced smart convergence
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    • 제12권1호
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    • pp.59-63
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    • 2023
  • We create a malware detector classification method with using the Sequential Probability Ratio Test (SPRT) in IoT. More specifically, we adapt the SPRT to classify malware detectors into two categories of basic and advanced in line with malware detection capability. We perform evaluation of our scheme through simulation. Our simulation results show that the number of advanced detectors is changed in line with threshold for fraction of advanced malware information, which is used to judge advanced detectors in the SPRT.

SPRT-based Collaboration Construction for Malware Detection in IoT

  • Jun-Won Ho
    • International journal of advanced smart convergence
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    • 제12권1호
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    • pp.64-69
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    • 2023
  • We devise a collaboration construction method based on the SPRT (Sequential Probability Ratio Test) for malware detection in IoT. In our method, high-end IoT nodes having capable of detecting malware and generating malware signatures harness the SPRT to give a reward of malware signatures to low-end IoT nodes providing useful data for malware detection in IoT. We evaluate our proposed method through simulation. Our simulation results indicate that the number of malware signatures provided for collaboration is varied in accordance with the threshold for fraction of useful data.

무향칼만필터와 연속확률비 평가를 이용한 무인기용 소형제트엔진의 결함탐지 (Fault Detection of Small Turbojet Engine for UAV Using Unscented Kalman Filter and Sequential Probability Ratio Test)

  • 한동주
    • 항공우주시스템공학회지
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    • 제11권4호
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    • pp.22-29
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    • 2017
  • 비선형특성을 갖고 있는 실제 무인기용 소형터보제트엔진의 운전 중 발생하는 결함을 효과적으로 탐지하기 위한 방안에 대해 연구하였다. 이를 위해서 동적 열역학 사이클해석을 통한 비선형 동특성 모델을 도출하였다. 실제적인 운전상황의 연출을 위해 잡음특성의 평가에 부합하는 무향칼만필터를 적용하였고 필터성능이 가미된 제어기를 설계하였다. 엔진회전수 센서의 결함을 통한 엔진 결함발생을 모사하였고, 발생된 결함의 실시간적인 탐지 방안으로 연속확률비 평가기법을 도입하였다. 이를 운전 중 엔진결함탐지에 적용한 결과 분명한 결정양상을 보임으로써 매우 효과적이고 유용함을 확인하였다.

Sequential patient recruitment monitoring in multi-center clinical trials

  • Kim, Dong-Yun;Han, Sung-Min;Youngblood, Marston Jr.
    • Communications for Statistical Applications and Methods
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    • 제25권5호
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    • pp.501-512
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    • 2018
  • We propose Sequential Patient Recruitment Monitoring (SPRM), a new monitoring procedure for patient recruitment in a clinical trial. Based on the sequential probability ratio test using improved stopping boundaries by Woodroofe, the method allows for continuous monitoring of the rate of enrollment. It gives an early warning when the recruitment is unlikely to achieve the target enrollment. The packet data approach combined with the Central Limit Theorem makes the method robust to the distribution of the recruitment entry pattern. A straightforward application of the counting process framework can be used to estimate the probability to achieve the target enrollment under the assumption that the current trend continues. The required extension of the recruitment period can also be derived for a given confidence level. SPRM is a new, continuous patient recruitment monitoring tool that provides an opportunity for corrective action in a timely manner. It is suitable for the modern, centralized data management environment and requires minimal effort to maintain. We illustrate this method using real data from two well-known, multicenter, phase III clinical trials.