• Title/Summary/Keyword: Valid Model

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Valid Data Conditions and Discrimination for Machine Learning: Case study on Dataset in the Public Data Portal (기계학습에 유효한 데이터 요건 및 선별: 공공데이터포털 제공 데이터 사례를 통해)

  • Oh, Hyo-Jung;Yun, Bo-Hyun
    • Journal of Internet of Things and Convergence
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    • v.8 no.1
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    • pp.37-43
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    • 2022
  • The fundamental basis of AI technology is learningable data. Recently, the types and amounts of data collected and produced by the government or private companies are increasing exponentially, however, verified data that can be used for actual machine learning has not yet led to it. This study discusses the conditions that data actually can be used for machine learning should meet, and identifies factors that degrade data quality through case studies. To this end, two representative cases of developing a prediction model using public big data was selected, and data for actual problem solving was collected from the public data portal. Through this, there is a difference from the results of applying valid data screening criteria and post-processing. The ultimate purpose of this study is to argue the importance of data quality management that must be most fundamentally preceded before the development of machine learning technology, which is the core of artificial intelligence, and accumulating valid data.

Study on Relational Model of Scuba Diving Instructors' Expertise, Instructor Reliability and Instruction Efficiency (스쿠버다이빙 지도자의 전문성과 지도자신뢰 및 지도효율성의 관계모형 분석)

  • SO, Hoon;YOO, Hyun-Jo;HWANG, Young-Seong
    • Journal of Fisheries and Marine Sciences Education
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    • v.27 no.5
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    • pp.1436-1446
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    • 2015
  • This study aims to understand how scuba diving instructors' expertise, instructor reliability and instruction efficiency are related to each other. In order to achieve the research goal, the study used a multi-stage stratified cluster sampling method and collected valid samples from 400 individuals at age of 20 and older who were scuba diving in scuba diving clubs in Busan, Gyeongnam, Gyeongbuk, Jeonnam and Jeonbuk. The 400 valid samples were applied to the data analysis. The study used SPSS 21.0 for processing the gathered data via a frequency analysis, a reliability analysis and a correlation analysis and in order to verify the hypotheses, the study applied AMOS 21.0 and conducted a confirmatory factor analysis and a structure equation model analysis. Findings that the study had extracted are summarized as follows. First, the study confirmed that the scuba diving instructors' expertise has a positive effect on the instructor reliability. Second, the scuba diving instructors' expertise was reported to positively influence the instruction efficiency. Third, the results revealed that the scuba diving club members' reliability in the instructors has a positive influence on the instruction efficiency.

The Study on the Size of the Registration Database for Location Registration Area in Mobile Communication Networks (이동통신망에서의 위치등록 데이타베이스 크기에 대한 연구)

  • Park, Jeong-Hoon
    • Journal of the Korean Institute of Telematics and Electronics T
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    • v.35T no.2
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    • pp.81-85
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    • 1998
  • Location Registration and deregistration is necessary to mobility management in a Mobile Communication networks when a mobile phone moves between location registration areas. After considering several deregistration schemes, a sample scheme that eliminate network traffic is chosen. However, this scheme may delete valid registration record, so the size of location registration database must be sufficiently large to ensure low probability that a valid records are deleted. This paper describes an analytic model to determine the size of location registration database for a location registration area in this simple scheme. The simulation results of analytic model show that the size of database must 3-5 times than the expected number of mobile phones in a location registration area.(Mobile, Communications, Location, Deregistration, Database)

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Analyzing Factors Affecting Customer Loyalty of Internet Only Bank and their Determinants in China (인터넷전문은행의 고객 충성도에 미치는 영향 요인)

  • Joo, Jae-Hun;Ren, Jia
    • The Journal of Information Systems
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    • v.29 no.3
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    • pp.77-101
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    • 2020
  • Purpose Internet only bank is one of the promising untact businesses which are rising in COVID-19 pandemic. Kakaobank and Kbank have been offering banking services since 2017 in Korea and WeBank and MYbank in China opened the services since 2015. It is necessary to examining determinants of customer loyalty beyond intention to use. The purpose of the present study is to analyze factors influencing customer loyalty and their determinants. A research model integrating the relationships among customer loyalty, service satisfaction, trust, and social influence, and their determinants was proposed. Design/methodology/approach Structural equation modelling for validating the research model was employed. 235 valid data were collected from users of Internet only bank in China. Nine latent variables grouped from 38 indicators were reliable and valid and nine hypotheses were tested by using SmartPLS. Findings All nine hypotheses were supported at significant levels of 0.001 and 0.01. Trust, service satisfaction, and social influence had influenced on customer loyalty. Trust not only affected customer loyalty directly, but also had influence on it indirectly through service satisfaction. Empathy and convenience are determinants of trust. Perceived expertise and dispositions believing acquaints had a positive influence on social influence, whereas users' anxiety for technology or change had a negative influence on social influence. Implications for academics and practitioners were suggested.

Wind-tunnel blockage effect on drag coefficient of circular cylinders

  • Anthoine, J.;Olivari, D.;Portugaels, D.
    • Wind and Structures
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    • v.12 no.6
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    • pp.541-551
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    • 2009
  • This paper explains how to correctly measure the drag coefficient of a circular cylinder in wind tunnels with large blockage ratios and for the sub-critical to the super-critical flow regimes. When dealing with large blockage ratios, the drag has to be corrected for wall constraints. Different formulations for correcting blockage effect are compared for each flow regime based on drag measurements of smooth circular cylinders performed in a wind tunnel for three different blockage ratios. None of the correction model known in the literature is valid for all the flow regimes. To optimize the correction and reduce the scatter of the results, different correction models should be combined depending on the flow regime. In the sub-critical regime, the best results are obtained using Allen and Vincenti's formula or Maskell's theory with ${\varepsilon}$=0.96. In the super-critical regime, one should prefer using Glauert's formula with G=0.6 or the model of Modi and El-Sherbiny. The change in the formulations appears at the flow transition with a variation of the wake pattern when passing from sub-critical to super-critical flow regimes. This parameter being not considered in the known blockage corrections, these theories are not valid for all the flow regimes.

A Study on the Performance and Acceptance of Knowledge Management System By Considering Knowledge Circulation Process and Knowledge Schema (지식순환과정과 지식스키마를 고려한 지식경영시스템 성과 및 수용에 관한 연구)

  • Lee, Kun-Chang;Roh, Jeong-Ran
    • Journal of the Korean Society for Library and Information Science
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    • v.36 no.3
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    • pp.259-274
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    • 2002
  • Recently, a great deal of corporations have adopted knowledge management system with eagerness to enhance the company competitiveness. However, since the main feature of knowledge management system is not just a simple information system but another entity creating intangible assets tailed "knowledge", we need to develop a new approach to investigating the performance and acceptance of knowledge management systems from a perspective allowing knowledge-sensitive constructs. In this regard, we develop new constructs like knowledge schema and several knowledge circulation-related activities. As a research model, we adopt a famous technology acceptance model or TAM by Davis (1989), and extend it into incorporating knowledge schema. With the statistically valid and usable questionnaire survey data collected from 886 respondents in a big corporation typically using knowledge management system, we induced a robust result empirically, saying that knowledge schema and knowledge circulation activities are valid determinants of performance and acceptance of knowledge management systems.

인과적 마코프 조건과 비결정론적 세계

  • Lee, Yeong-Eui
    • Korean Journal of Logic
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    • v.8 no.1
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    • pp.47-67
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    • 2005
  • Bayesian networks have been used in studying and simulating causal inferences by using the probability function distributed over the variables consisting of inquiry space. The focus of the debates concerning Bayesian networks is the causal Markov condition that constrains the probabilistic independence between all the variables which are not in the causal relations. Cartwright, a strong critic about the Bayesian network theory, argues that the causal Markov condition cannot hold in indeterministic systems, so it cannot be a valid principle for causal inferences. The purpose of the paper is to explore whether her argument on the causal Markov condition is valid. Mainly, I shall argue that it is possible for upholders of the causal Markov condition to respond properly the criticism of Cartwright through the continuous causal model that permits the infinite sequence of causal events.

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A Study on Technology Trend of Power Semiconductor Packaging using Topic model (토픽모델을 이용한 전력반도체 패키징 기술 동향 연구)

  • Park, Keunseo;Choi, Gyunghyun
    • Journal of the Microelectronics and Packaging Society
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    • v.27 no.2
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    • pp.53-58
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    • 2020
  • Analysis of electric semiconductor packaging technology for electric vehicles was performed. Topic modeling using LDA technique was performed by collecting valid patents by deriving valid patents. It was classified into 20 topics, and the definition of technology was defined through extracted words for each topic. In order to analyze the trend of each topic, the trend of power semiconductor packaging technology was analyzed by deriving hot and cold topics by topic through regression analysis on frequency by year. The package structure technology according to the withstand voltage, the input/output-related control technology and the heat dissipation technology were derived as the hot topic technology, and the inductance reduction technology was derived as the cold topic technology.

Voltage control of three phase rectifier with current-controlled voltage type converter

  • Woo, Myeong-Ho;Jeong, Seung-Gi
    • Proceedings of the KIEE Conference
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    • 1991.11a
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    • pp.207-209
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    • 1991
  • This paper deals with voltage control method of PWM rectifier using current-controlled voltage type converter. A linearized model of the current-controlled rectifier is derived, which is used to examine the effect of controller gains to its dynamic responses. Through the simulation, it is shown that the proposed model is generally valid, which is confirmed by experimental results.

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An Analytical Investigation of the Characteristics of Four-Nozzle Flapper Valve (4-노즐 플렙퍼 밸브 특성에 대한 해석적 고찰)

  • 이재천
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2001.04a
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    • pp.161-166
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    • 2001
  • The static characteristics of four-nozzle flapper valves are investigated with both constant flow and constant supply pressure. The ranges, in which linearization of these characteristics would be valid, are discussed. Linearized dynamic model is also derived. Numerical simulations of nonlinear dynamic model are carried out by HyPneu to make an assessment of the effect of input step size in both cases of no-load and blocked-load operation.

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