• Title/Summary/Keyword: validation

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Traffic Classification Using Machine Learning Algorithms in Practical Network Monitoring Environments (실제 네트워크 모니터링 환경에서의 ML 알고리즘을 이용한 트래픽 분류)

  • Jung, Kwang-Bon;Choi, Mi-Jung;Kim, Myung-Sup;Won, Young-J.;Hong, James W.
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.33 no.8B
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    • pp.707-718
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    • 2008
  • The methodology of classifying traffics is changing from payload based or port based to machine learning based in order to overcome the dynamic changes of application's characteristics. However, current state of traffic classification using machine learning (ML) algorithms is ongoing under the offline environment. Specifically, most of the current works provide results of traffic classification using cross validation as a test method. Also, they show classification results based on traffic flows. However, these traffic classification results are not useful for practical environments of the network traffic monitoring. This paper compares the classification results using cross validation with those of using split validation as the test method. Also, this paper compares the classification results based on flow to those based on bytes. We classify network traffics by using various feature sets and machine learning algorithms such as J48, REPTree, RBFNetwork, Multilayer perceptron, BayesNet, and NaiveBayes. In this paper, we find the best feature sets and the best ML algorithm for classifying traffics using the split validation.

A Strategy for Validation in Preliminary Design Stage using The Simulation of Model Behavior (모델 행동 양식의 시뮬레이션을 이용한 초기 디자인 검증 방법)

  • Shin, Seung-Hun;Park, Seung-Kyu;Choi, Kyung-Hee
    • Journal of the Korea Society for Simulation
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    • v.19 no.1
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    • pp.153-160
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    • 2010
  • Most part of errors in software development process are included during the stage of requirements definition and design. And correction or elimination of errors from those stages requires much more efforts and costs than those from the later part of software development process. However, despite of the importance of the validation of requirement definition and design stages, several kinds of problem have made it hard to be done successfully. Therefore, in this paper, we introduce a novel validation process for the preliminary design stage. The validation process is based on simulations of model and it can be used to validate requirements and model simultaneously. Models in the validation process will take only the behavior of software and be built on Ptolemy framework. The usability of our validation process is confirmed with a case study over DNS system environment. And the result of simulation shows well-known errors or vulnerabilities can be found with simulations of model which has the behavior of software. This means our validation process can be used as a process to validate requirements and models during the early stage of software development process.

Design of Validation Procedure for Certification for PKI Based Next Generation Mobile Networks (PKI 방식의 차세대 이동통신 망에 적용 가능한 인증서 검증 절차 설계)

  • Jeong, Jang-Min;Lee, Goo-Yeon
    • Journal of Industrial Technology
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    • v.22 no.A
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    • pp.95-100
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    • 2002
  • When the wireless PKI is applied to 3G/4G mobile network which requires mutual authentication among all entities, the wired PKI procedure is not feasible for validating visited network's certifications because of the wireless environmental limitations. Also, if we depend on WAP based PKI, we cannot support confidence about certification validation since the information offered from visited network is not authenticated. Therefore, in this paper we consider various and unique characteristics of mobile environment for certification validation at 3G/4G mobile networks based on wireless PKI and then propose two certification validation procedures.

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Requirements Validation Plan for korean Rubber-Tired AGT System (한국형 고무차륜 경량전철시스템에 대한 요구사항 검증계획)

  • Mok, Jae-Gyun;Lee, An-Ho;Han, Seok-Yun
    • 시스템엔지니어링워크숍
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    • s.1
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    • pp.27-31
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    • 2003
  • This study is in a part of requirements validation plan for korean rubber-tired AGT system on test track. The AGT system is consisted subsystems as vehicle, signalling, communication, power distribution and infrastructure for rubber tire running on track. The subsystems will be installed and integrated on test track till next year for test and evaluation. This paper shows overview for test and evaluation in terms of system requirements and its validation classification, test track configuration, measuring system requirements and its configuration. The whole process of system integration and its validation will be controlled by means of KMS including documentation.

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HPLC Method Validation for Quantitative Analysis of Scopoletin from Hot-Water Extract Powder of Artemisia annua Linné (기능성 원료 인정을 위한 제출자료 작성 가이드[민원인 안내서]에 따른 개똥숙 열수추출분말의 Scopoletin 분석을 위한 HPLC 분석법 밸리데이션)

  • Kim, Seon-Hee;Yoon, Kee Dong
    • Korean Journal of Pharmacognosy
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    • v.51 no.1
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    • pp.78-85
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    • 2020
  • In this study, we shortly introduced the HPLC method validation guideline for the analysis of functional food which was released from the Ministry of Food and Drug Safety of Korea in Dec 2018. The HPLC method validation was performed through the aforementioned HPLC method validation guideline in order to quantitate scopoletin content from the hot-water extract powder of Artemisia annua Linné. The HPLC method was validated by evaluating specificity, accuracy, precision, limit of quantitation and linearity. All parameters were in the suitable ranges which are designated in the guideline, which indicated the current HPLC method is reliable to quantitate the scopoletin content from the hot-water extract of A. annua.

A Study on the Realtime Cert-Validation of Certification based on DARC (DARC 기반에서의 실시간 인증서 유효성 검증에 관한 연구)

  • 장홍종;이정현
    • Proceedings of the CALSEC Conference
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    • 2001.08a
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    • pp.155-163
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    • 2001
  • There are cases that revoke the certification because of disclosure of private key, deprivation of qualification and the expiration of a term of validity based on PKI. So, a user have to confirm the public key whether valid or invalid in the certification. There are many method such as CRL, Delta-CRL, OCSP for the cert-validation of certification. But these method many problems which are overload traffic on network and the CRL server because of processing for cert-validation of certification. In this paper we proposed the realtime cert-validation of certification method which solved problems that are data integrity by different time between transmission and receiving for CRL, and overload traffic on network and the CRL server based on DARC.

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An Analysis of Design Errors Detected During BIM-based Design Validation - Case Studies in South Korea (BIM 설계 검토를 통해 발견된 설계 오류 분석 -한국 BIM 프로젝트 사례 분석)

  • Won, Jongsung;Lee, Ghang
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2016.10a
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    • pp.158-159
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    • 2016
  • This paper aims to analyze design errors prevented by building information modeling (BIM)-based design validation to identify consideration factors for successfully implementing BIM-based design validation in the architecture, engineering, and construction (AEC) projects. More than 1,300 design errors detected by BIM-based design validation in three BIM-based projects in South Korea are categorized according to its causes, work types, and likelihoods to cause project delay and cost overrun. Each design error is analyzed by conducting face-to-face interviews with practitioners in the three projects.

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An Analysis on Relations between Design Errors Detected during BIM-based Design Validation and the Impacts Using Logistic Regression (로지스틱 회귀분석을 이용한 BIM 설계 검토에 의하여 발견된 설계 오류와 그 영향도간의 관계 분석)

  • Won, Jongsung
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2017.05a
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    • pp.264-265
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    • 2017
  • This paper aims to analyze relations between design errors prevented by building information modeling (BIM)-based design validation and their impacts in order to identify critical consideration factors for successfully implementing BIM-based design validation in the architecture, engineering, and construction (AEC) projects. More than 800 design errors detected by BIM-based design validation in two BIM-based projects in South Korea are categorized according to its causes and work types. The relations between causes and work types of design errors and project delay, cost overrun, low quality, and rework generation that can be caused by the errors are analyzed through conducting logistic regression. Characteristics of each design error are analyzed by conducting face-to-face interviews with practitioners in the two BIM-based projects. As the results, the impacts of design error causes on predicting project delay, cost overrun, low quality, and rework generation were the highest.

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OVERVIEW OF KOMPSAT APPLICATION PRODUCT VALIDATION SITE AND THE RELATED ACTIVITIES

  • Lee, Kwang-Jae;Youn, Bo-Yeol;Kim, Duk-Jin;Kim, Youn-Soo
    • Proceedings of the KSRS Conference
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    • 2007.10a
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    • pp.122-125
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    • 2007
  • In recent years, there has been an increasing demand for improved accuracy and reliability of Earth Observation Satellite (EOS) data. Most of the data users in the field of remote sensing require understanding of product accuracy and uncertainty. Especially, EOS application products should be validated for practical application in the field. In order to evaluate the availability and applicability of application products, it will be necessary to establish a systematic validation system including techniques, equipments, ground truth data, etc. The Product Validation Site (PVS) for generation and validation of KOMPSAT application products was designed and established with various in-situ equipment and dataset. This paper presents the status of PVS and summarizes some results from experiment studies at PVS.

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Model Validation Methods of Population Pharmacokinetic Models (집단 약동학 모형을 위한 모형 진단과 적합도 검정에 대한 고찰)

  • Lee, Eun-Kyung
    • The Korean Journal of Applied Statistics
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    • v.25 no.1
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    • pp.139-152
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    • 2012
  • The result of the analysis of a population pharmacokinetic model can directly influence the decision of the dose level applied to the targeted patients. Therefore the validation procedure of the final model is very important in this area. This paper reviews the validation methods of population pharmacokinetic models from a statistical viewpoint. In addition, the whole procedure of the analysis of population pharmacokinetics, from the base model to the final model (that includes various validation procedures for the final model) is tested with real clinical data.