• Title/Summary/Keyword: 전통적인 통계

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Analysis and Prediction Methods of Marine Accident Patterns related to Vessel Traffic using Long Short-Term Memory Networks (장단기 기억 신경망을 활용한 선박교통 해양사고 패턴 분석 및 예측)

  • Jang, Da-Un;Kim, Joo-Sung
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.28 no.5
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    • pp.780-790
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    • 2022
  • Quantitative risk levels must be presented by analyzing the causes and consequences of accidents and predicting the occurrence patterns of the accidents. For the analysis of marine accidents related to vessel traffic, research on the traffic such as collision risk analysis and navigational path finding has been mainly conducted. The analysis of the occurrence pattern of marine accidents has been presented according to the traditional statistical analysis. This study intends to present a marine accident prediction model using the statistics on marine accidents related to vessel traffic. Statistical data from 1998 to 2021, which can be accumulated by month and hourly data among the Korean domestic marine accidents, were converted into structured time series data. The predictive model was built using a long short-term memory network, which is a representative artificial intelligence model. As a result of verifying the performance of the proposed model through the validation data, the RMSEs were noted to be 52.5471 and 126.5893 in the initial neural network model, and as a result of the updated model with observed datasets, the RMSEs were improved to 31.3680 and 36.3967, respectively. Based on the proposed model, the occurrence pattern of marine accidents could be predicted by learning the features of various marine accidents. In further research, a quantitative presentation of the risk of marine accidents and the development of region-based hazard maps are required.

The Influence of the Functional Thinking Based-Teaching on Algebraic Reasoning and Functional Thinking Level of Sixth Grade Elementary School Students (함수적 사고 기반 수업이 초등학교 6학년 학생들의 대수적 추론 능력 및 함수적 사고 수준에 미치는 영향)

  • Choi, Eunmi;Oh, Youngyoul
    • Journal of Elementary Mathematics Education in Korea
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    • v.20 no.4
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    • pp.655-676
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    • 2016
  • The purpose of this study is to examine the effects of teaching on functional thinking, one of the algebraic thinking in sixth grade students level. For this study, we developed functional thinking based-teaching through analyzing mathematical curriculum and preceding research, which consisted of 12 classes, and we investigated the effects of teaching through quantitative and qualitative analysis. In the results of this study, functional thinking based-teaching was statistically proven to be more effective in improving algebraic reasoning skills and lower elements which is an algebraic reasoning as generalized arithmetic and functional thinking, compared to traditional textbook-centered lessons. In addition, the functional thinking based-teaching gave a positive impact on the functional thinking level. Thus functional thinking based-teaching provides guidance on the implications for teaching and learning methods and study of the functional thinking in the future, because of the significant impact on the mathematics learning in six grade students.

The Effects of Mathematical Modeling Activities on Mathematical Problem Solving and Mathematical Dispositions (수학적 모델링 활동이 수학적 문제해결력 및 수학적 성향에 미치는 영향)

  • Ko, Changsoo;Oh, Youngyoul
    • Journal of Elementary Mathematics Education in Korea
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    • v.19 no.3
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    • pp.347-370
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    • 2015
  • The purpose of this study is to examine the effects of mathematical modeling activities on mathematical problem solving abilities and mathematical dispositions in elementary school students. For this study, we administered mathematical modeling activities to fifth graders, which consisted of 8 topics taught over 16 classes. In the results of this study, mathematical modeling activities were statistically proven to be more effective in improving mathematical problem solving abilities and mathematical dispositions compared to traditional textbook-centered lessons. Also, it was found that mathematical modeling activities promoted student's mathematical thinking such as communication, reasoning, reflective thinking and critical thinking. It is a way to raise the formation of desirable mathematical dispositions by actively participating in modeling activities. It is proved that mathematical modeling activities quantitatively and qualitatively affect elementary school students's mathematical learning. Therefore, Educators may recognize the applicability of mathematical modeling on elementary school, and consider changing elementary teaching-learning methods and environment.

A Study on the Development of Digital Library Anxiety Scale (디지털도서관 불안척도 개발에 관한 연구)

  • Park, Joo-Bum;Jeong, Dong-Youl
    • Journal of the Korean Society for Library and Information Science
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    • v.44 no.4
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    • pp.353-371
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    • 2010
  • Library anxiety has been recognized as one of the representative fields that concerns user's affectivity in library and information study. Considerable library users have been discovered to experience library anxiety according to researches. Although digital libraries are becoming more popular changing drastically from traditional libraries, few studies have addressed the measurement of digital library anxiety(DLA). The purpose of this study is to develop and validate a multidimensional digital library anxiety scale(DLAS) based on previous research in library anxiety and digital libraries. It will become possible to define the construct of DLAS, provide its underlying dimensionalities, and find out how much they explain the construct. Through the exploratory factor analysis, DLAS has been developed with 39 items representing seven distinct factors which were interpreted as affect, resources, know-how, security, language, technology, and task explaining 51.165% of DLA. Also, DLAS' characteristics about demographic variables and use pattern were found through the T-test and ANOVA analysis for each factor.

The Effects of Grouping Method in Solving Chemistry Problems Using Think-Aloud Paired Problem Solving (해결자.청취자 활동을 이용한 화학 문제 해결에서 소집단 구성 방법에 따른 효과)

  • Noh, Tae-Hee;Seong, Eul-Sun;Kang, Hun-Sik;Jeong, Yeong-Seon;Kang, Suk-Jin
    • Journal of The Korean Association For Science Education
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    • v.24 no.6
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    • pp.1063-1069
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    • 2004
  • This study investigated the effects of grouping method in solving chemistry problems using Think-Aloud Paired Problem Solving (TAPPS). Three classes (125 students) of a co-ed high school in Seoul were randomly assigned to the control, the homogeneous TAPPS, and the heterogeneous TAPPS groups. Prior to the instructions, a test of awareness of metacognition was administered. In the treatment groups, students were grouped into either homogeneous or heterogeneous group on the basis of their pre-achievement levels, and worked in pairs on chemistry problems about chemical equation and stoichiometry. Students' analytical skill, problem solving ability, and awareness of metacognition were examined after the instructions. One-way ANCOVA results indicated that the scores of the homogeneous TAPPS group in the analytical skill test were significantly higher than those of the heterogeneous TAPPS group. However, there were no significant differences among the three groups in the problem solving ability and the awareness of metacognition.

A Study on Social Interaction Factors Influencing on Excessive Online Game Usage (온라인 게임 과몰입에 영향을 주는 사회적 상호작용 요인에 관한 연구)

  • Kim, Yong-Young;Kim, Mi-Hye
    • Journal of Digital Convergence
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    • v.14 no.1
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    • pp.387-398
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    • 2016
  • The market size of online games has been rapidly growing as well as the behaviors of online gaming users have been changed. Online games are different from the traditional video games, because they permit players to interact each other during playing games. Today online gaming is a part of everyday life and social interaction has an impact on online gaming behaviors. Social interaction does not only have a positive impact on online game behaviors, but it also has a negative impact on them such as excessive online game usage. Previous research has a limitation to consider social interaction as a comprehensive concept. In order to fill the gap, we explore the factors of social interaction influencing on excessive online game usage. After reviewing previous literature, this study chooses three factors of social interaction such as escaping loneliness, expanding online social bridging capital, and reinforcing offline social bonding capital. The findings show that all of three factors of social interaction positively affect the excessive online game usage.

A development of Efficient Nursery Management S/W (양식장 경영 자동화 S/W(양식박사)의 개발)

  • 권장우;임진식;길경석
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.05a
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    • pp.305-309
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    • 2002
  • In this paper, we present a standard S/W solution for nursery administration. This S/W would substitute for classical nonscientific nursery management that has depended on personal experience and intuition. Especially, the suggest S/W based on its early model(Hwangkum-a-jang) is designed to operate on its daily diary writing. It means every statistical data and information for a sales can be calculated by self analyzing function just by keeping a diary.

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The Effects of Creative Problem-Solving Instruction Model on the Development of Creativity in Clothing Education (의생활교육의 창의적 문제해결 수업모형 적용이 창의성 증진에 미치는 효과)

  • Chung, Mee-Kyung
    • Journal of the Korean Society of Clothing and Textiles
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    • v.25 no.9
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    • pp.1563-1570
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    • 2001
  • 이 연구의 목적은 중학교 의생활수업에 대한 창의적 문제해결 수업모형 적용에 있어 창의성 증진효과를 검증하는데 있다. 연구는 중학교 1학년 2개 학급의 남·녀 81명의 학생을 대상으로 하였으며, 가정과 의복의 재활용 단원 수업을 실험반과 비교반으로 나누어 동일한 교사에 의해 주당2시간씩 4회 실시하였다 실험반에는 창의적 문제 해결 수업모형이 적용되었으며, 비교반에는 전통적 수업이 적용되었다. 창의성검사는 한국창의성연구소의 창의성 검사지를 사용하였으며, 사전검사와 사후검사가 동일 검사지로 이루어졌다. 자료의 분석은 사전검사에서 두 학급간의 창의성에 의미있는 차이가 나타나, 두 학급간의 창의성의 차검증에서 사전검사의 영향력을 배제하기 위하여 ANCOVA분석을 실시하였다. 분석 결과 창의성의 유창성 , 융통성 , 독창성 세 개의 하위요인 점수와 이를 합산한 전체 창의성 점수에서 모두 창의적 문제해결 수업 모형을 적용한 실험반의 점수가 통계적으로 의미 있게 높은 것으로 나타났다 이러한 결과를 통하여 볼 때 창의적 문제해결 수업모형을 의생활 수업에 적용하였을 때 창의성이 증진된다고 할 수 있으며 , 중학교 뿐 아니라 고등학교 및 초등학교에서의 창의성 증진을 목표로 하는 의생활 수업에도 적용 가능할 것으로 보며 후속 연구의 수행을 제안하는 바이다.

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An Longitudinal Analysis of Intrinsic Motivation's Effects on the Acceptance of Programming Language (내재적 동기가 프로그래밍 언어의 수용에 미치는 영향에 대한 종단적 분석)

  • Lee, Woong-Kyu
    • Information Systems Review
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    • v.12 no.3
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    • pp.159-175
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    • 2010
  • Although many studies have analyzed and identified the importance of intrinsic motivation in the acceptance of information technology (IT), especially hedonic systems such as online game and online shopping, the acceptance of programming languages such as Java were not studied in a view of intrinsic motivations. The objective of this study was to investigate the effects of intrinsic motivation on the acceptance of programming language by the longitudinal analysis. In the service of the objective, we suggested the research model which included both intrinsic and extrinsic motivations and longitudinally extended by belief updating theory. For the validation of this model, the university students who participated Java class were surveyed twice, and the suggested research were analyzed by partial least square (PLS). In result, most of the suggested hypotheses were supported.

A study on early faults detection of pressurizer pressure control system using MTS (MTS를 이용한 가압기 압력 제어 계통의 조기 고장 감지에 대한 연구)

  • Cha, Jae-Min;Kim, Joon-Young;Shin, Junguk;Yeom, Choongseob;Kang, Seong-Ki
    • The Korean Journal of Applied Statistics
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    • v.29 no.7
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    • pp.1385-1398
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    • 2016
  • A pressurizer is a major equipment system in a nuclear power plant (NPP) and controls the reactor cooling system pressure within the allowable range. Faults in the pressurizer can be critical to the NPP; therefore, early fault detection in the pressurizer is significant for NPP safety. This study applies Mahalanobis Taguchi system (MTS), which is one of the promising pattern classification methods, based on the Mahalanobis distance concept and Taguchi quality engineering theory to the early fault detection problem of the pressurizer pressure control system. We conducted experiments using data from full scope NPP simulator based on a pressurizer pressure transmitter faults scenario to validate the faults detection performance of MTS. As a result, MTS can rapidly detect the faults compared to conventional faults detection based on single sensor monitoring.