• Title/Summary/Keyword: 학습 단계별

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Web Page Classification System based upon Ontology (온톨로지 기반의 웹 페이지 분류 시스템)

  • Choi Jaehyuk;Seo Haesung;Noh Sanguk;Choi Kyunghee;Jung Gihyun
    • The KIPS Transactions:PartB
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    • v.11B no.6
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    • pp.723-734
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    • 2004
  • In this paper, we present an automated Web page classification system based upon ontology. As a first step, to identify the representative terms given a set of classes, we compute the product of term frequency and document frequency. Secondly, the information gain of each term prioritizes it based on the possibility of classification. We compile a pair of the terms selected and a web page classification into rules using machine learning algorithms. The compiled rules classify any Web page into categories defined on a domain ontology. In the experiments, 78 terms out of 240 terms were identified as representative features given a set of Web pages. The resulting accuracy of the classification was, on the average, 83.52%.

Design and Development of White-box e-Learning Contents for Science-Engineering Majors using Mathematica (이공계 대학생을 위한 Mathematica 기반의 화이트박스 이러닝 콘텐츠 설계 및 개발)

  • Jun, Youngcook
    • Journal of the Korean School Mathematics Society
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    • v.18 no.2
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    • pp.223-240
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    • 2015
  • This paper deals with how to design and develop white-box based e-learning contents which are equipped with conceptual understanding and step-by-step computational procedures for studying vector calculus for science-engineering majors who might need supplementary mathematics learning. Noting that rewriting rules are often used in school mathematics for students' problem solving, the theoretical aspects of rewriting rules are reviewed for developing supplementary e-learning contents for them. The software design of step-by-step problem solving requires careful arrangement of rewriting rules and pattern matching techniques for white-box procedures using a computer algebra system such as Mathematica. Several modules for step-by-step problem solving as well as producing dynamic display of e-learning contents was coded by Mathematica in order to find the length of a curve in vector calculus after implementing several rules for differentiation and integration. The developed contents are equipped with diagnostic modules and immediate feedback for supplementary learning in terms of a tutorial. At the end, this paper indicates the strengths and features of the developed contents for college students who need to increase math learning capabilities, and suggests future research directions.

The Design and Implementation of a Graphical Education System on the Structure and the Operation of ALU (ALU 구조와 단계별 연산과정을 그래픽 형태로 학습하는 교육 시스템의 설계 및 구현)

  • Ahn, Syung-Og;Nam, Soo-Jeong
    • The Journal of Engineering Research
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    • v.2 no.1
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    • pp.31-37
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    • 1997
  • This paper describes the design and implementation of 8 bit ALU graphic simulator which helps students who study the structure and operation course of general ALU. ALU of this paper consists of three parts, arithmetic circuit, logic circuit, and shifter. Each of them performs as follows. Arithmetic circuit performs arithmetic operation such as addition, subtraction, 1 increment, 1 decrement, 2's complement, logic circuit performs logic operation such as OR, AND, XOR, NOT, and shifter performs shift operation and transfers the result of circuits of arithmetic, logic to data bus. The instructions which relate to these basic ALU functions was selected from Z80 instructions and ALU circuit was designed with those instructions and this designed ALU circuit was implemented on graphic screen. And all state of this data operation course in ALU was showed by bit and logic gate unit.

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A Methodology of AI Learning Model Construction for Intelligent Coastal Surveillance (해안 경계 지능화를 위한 AI학습 모델 구축 방안)

  • Han, Changhee;Kim, Jong-Hwan;Cha, Jinho;Lee, Jongkwan;Jung, Yunyoung;Park, Jinseon;Kim, Youngtaek;Kim, Youngchan;Ha, Jeeseung;Lee, Kanguk;Kim, Yoonsung;Bang, Sungwan
    • Journal of Internet Computing and Services
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    • v.23 no.1
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    • pp.77-86
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    • 2022
  • The Republic of Korea is a country in which coastal surveillance is an imperative national task as it is surrounded by seas on three sides under the confrontation between South and North Korea. However, due to Defense Reform 2.0, the number of R/D (Radar) operating personnel has decreased, and the period of service has also been shortened. Moreover, there is always a possibility that a human error will occur. This paper presents specific guidelines for developing an AI learning model for the intelligent coastal surveillance system. We present a three-step strategy to realize the guidelines. The first stage is a typical stage of building an AI learning model, including data collection, storage, filtering, purification, and data transformation. In the second stage, R/D signal analysis is first performed. Subsequently, AI learning model development for classifying real and false images, coastal area analysis, and vulnerable area/time analysis are performed. In the final stage, validation, visualization, and demonstration of the AI learning model are performed. Through this research, the first achievement of making the existing weapon system intelligent by applying the application of AI technology was achieved.

A Study on Leakage Detection Technique Using Transfer Learning-Based Feature Fusion (전이학습 기반 특징융합을 이용한 누출판별 기법 연구)

  • YuJin Han;Tae-Jin Park;Jonghyuk Lee;Ji-Hoon Bae
    • The Transactions of the Korea Information Processing Society
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    • v.13 no.2
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    • pp.41-47
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    • 2024
  • When there were disparities in performance between models trained in the time and frequency domains, even after conducting an ensemble, we observed that the performance of the ensemble was compromised due to imbalances in the individual model performances. Therefore, this paper proposes a leakage detection technique to enhance the accuracy of pipeline leakage detection through a step-wise learning approach that extracts features from both the time and frequency domains and integrates them. This method involves a two-step learning process. In the Stage 1, independent model training is conducted in the time and frequency domains to effectively extract crucial features from the provided data in each domain. In Stage 2, the pre-trained models were utilized by removing their respective classifiers. Subsequently, the features from both domains were fused, and a new classifier was added for retraining. The proposed transfer learning-based feature fusion technique in this paper performs model training by integrating features extracted from the time and frequency domains. This integration exploits the complementary nature of features from both domains, allowing the model to leverage diverse information. As a result, it achieved a high accuracy of 99.88%, demonstrating outstanding performance in pipeline leakage detection.

A Change in the Students' Understanding of Learning in the Multivariable Calculus Course Implemented by a Modified Moore Method (Modified Moore 교수법을 적용한 다변수미적분학 수업에서 학습에 대한 학생들의 인식 변화)

  • Kim, Seong-A;Kim, Sung-Ock
    • Communications of Mathematical Education
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    • v.24 no.1
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    • pp.259-282
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    • 2010
  • In this paper, we introduce a modified Moore Method designed for the multivariable calculus course, and discuss about the effective teaching and learning method by observing the changes in the understanding of students' learning and the effects on students' learning in the class implemented by this modified Moore Method. This teaching experiment research was conducted with the 15 students who took the multivariable calculus course offered as a 3 week summer session in 2008 at H University. To guide the students' active preparation, stepwise course materials structured in the form of questions on the important mathematical notions were provided to the students in advance. We observed the process of the students' small-group collaborative learning activities and their presentations in the class, and analysed the students' class journals collected at the end of every lecture and the survey carried out at the end of the course. The analysis of these results show that the students have come to recognize that a deeper understanding of the subjects are possible through their active process of search and discovery, and the discussion among the peers and teaching each other allowed a variety of learning experiences and reflective thinking.

A Study on Development of Applications which Provides Step-by-step CPR Guidelines and Learning Materials for Non Health-related Person (비보건계열 일반인을 위한 단계별 CPR 가이드라인과 학습자료 제공 어플리케이션 개발 연구)

  • Kim, Jong-Min
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.10a
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    • pp.649-651
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    • 2021
  • In Korea, there are around 30,000 cardiac arrest patients annually. Gradually the number is increasing. Against this background, CPR education and publicity programs were expanded nationwide, but the rate of witness CPR by the general public was 4.4%, which is significantly lower than the 20%~70% rate in other countries. Therefore, in this paper, we analyzed the factors affecting the performance of CPR by witnesses who discovered cardiac arrest patients. Based on the results, an application planning and development study was conducted to provide users with correct cardiorespiratory response tips and step-by-step CPR guidelines to help users effectively assist in increasing the rate of CPR by general eyewitnesses.

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The Effects of Step-by-Step Question-Based Unit Design on Elementary School Students' Understanding of 'Seasonal Change' Concept (단계별 질문 중심의 단원 설계가 초등학생의 '계절의 변화' 개념 이해에 미치는 효과)

  • Noh, Ja-Heon;Son, Jun-Ho;Jeong, Ji-Hyun;Song, Jin-Yeo;Kim, Jong-Hee
    • Journal of the Korean Society of Earth Science Education
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    • v.12 no.2
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    • pp.151-164
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    • 2019
  • The purpose of this study is to find out the effects of reconstructing unit 'Seasonal Change' using step-by-step questioning for concepts changes to adjusting misconceptions of elementary school students. Most students have pre-conceptions at describing seasonal changes based on their experiences. Therefore, in newly developed unit, we reconstructed unit to include core teaching and learning contents by finding out common pre-conceptions of students and specifying purpose of teaching at misconceptions found in pre-conceptions as 'constituent of class for conceptual change'. After the scientific concept test, the result of 24 students in experimental group is statistically significant. Also, according to the result of qualitative analysis, the number of activated conceptional resources and degree of specificity in explaining seasonal changes are higher than that of control group.

A Comparative Analysis of the Teaching-Learning Program for the Thinking Extension of Information-Gifted by Models (정보영재의 사고력 신장을 위한 교수-학습 프로그램의 모형별 결과 비교 분석)

  • Deok-Gil Jung;Byung-Joe Kim;Young-Uhg Lho
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.1162-1165
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    • 2008
  • 이 논문은 정보영재 교육 중에서 프로그래밍을 위한 사고력 신장에 적합한 교육 프로그램 모형을 개발하고 이의 구현을 위하여 실제적인 예를 보여 교육 프로그램의 타당성과 유효성을 검증하였다. 이 논문은 트리와 트리 탐색을 이용한 사고력 신장 교육 프로그램으로 4단계로 구성되는 교육 프로그램을 제안하였으며, 구성되는 트리의 유형과 탐색 방법에 따라 세 가지 모형으로 세분화된다. 이 모델을 통하여 학생들은 문제를 트리로 표현하는 방법을 학습하게 되며, 트리로 구성된 문제를 해결하기 위하여 각각의 트리 모형에 따른 적절한 트리 탐색 방법을 통하여 문제를 해결하는 방법을 배우게 된다. 이 교육 프로그램 모형을 실제 교육 현장에서 적용하여 각 모형별로 그 결과를 비교 분석한다.

3-나 단계 초등수학 교사용 지도서 재구성의 실 예

  • Kim, Hae-Gyu;Sim, Min-A
    • Communications of Mathematical Education
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    • v.19 no.1 s.21
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    • pp.111-136
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    • 2005
  • 초등 수학 교과의 내용을 아동들에게 정확하게 가르치기 위한 목적으로 교사에게 제공되는 교수-학습 자료 지침서로서 교사용 지도서의 역할은 대단히 중요하다. 그러나, 수학을 전문적으로 전공하지 않은 초등교사의 입장에서는 각 차시별로 전개되는 내용들 사이의 연관성이나 위계성에 대한 보다 더 상세한 지도내용에 대한 안내가 필요할 것으로 사료된다. 따라서, 본 연구에서는 초등수학 3-나 단계를 중심으로 각 차시별로 전개되는 내용들 사이의 연관성에 대한 보다 더 상세한 지도내용 뿐만 아니라, 수학사 및 실생활 관련자료, 동기유발 자료 등을 이용하여 수학사 및 교사용 지도서를 수정, 보완하여 재구성한 후, 일선 학급에 투입한 후, 교사들과 아동들의 반응들을 분석하여, 향후 보다 더 개선된 교사용 지도서를 만들 수 있는 아이디어를 제시 하고자 한다.

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