• Title/Summary/Keyword: 의미 있는 학습

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Image Generation Method for Malware Detection Based on Machine Learning (기계학습 기반 악성코드 검출을 위한 이미지 생성 방법)

  • Jeon, YeJin;Kim, Jin-e;Ahn, Joonseon
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.2
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    • pp.381-390
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    • 2022
  • Many attempts have been made to apply image recognition based on machine learning which has recently advanced dramatically to malware detection. They convert executable files to images and train deep learning networks like CNN to recognize or categorize dangerous executable files, which shows promising results. In this study, we are looking for an effective image generation method that may be used to identify malware using machine learning. To that end, we experiment and assess the effectiveness of various image generation methods in relation to malware detection. Then, we suggest a linear image creation method which represents control flow more clearly and our experiment shows our method can result in better precision in malware detection.

The Effects of Students' Perceptions of Classroom on Self-regulations Strategy Use, Persistent Intention, and Achievement in a Context of Online Science Gifted Education Program (온라인 과학탐구수업에서 학습자의 수업에 대한 인식이 자기조절전략 활용, 수강지속의사, 학업성취도에 미치는 영향)

  • Lee, Sunghye;Chae, Yoojung
    • Journal of Gifted/Talented Education
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    • v.26 no.2
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    • pp.365-387
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    • 2016
  • This study examined the effects of students'perceptions of classroom on self-regulatory strategy use, persistent intention, and achievement in an online Science gifted program. The sample included 434 middle and high school students who participated in the 3-months online gifted program. Participants volunteerly surveyed on their perceptions of classroom (appeal, challenge, choice, meaningfulness, academic self-efficacy), self-regulatory strategy use, and persistent intention. Student achievement data was collected from online learning system. Multiple Regression was conducted to analyze the effect of students'perceptions of classroom on various dependent variables. The results of this study showed that (1) students use of rehearsal strategy was positively related to academic self-efficacy among the sub-variables of students'perceptions of classroom and the use of rehearsal strategy was negatively related to challenge; (2) the use of elaboration strategy was positively related to challenge and meaningfulness; (3) the use of time management strategy was positively related to academic self-efficacy and the use of resource management strategy was positively related to challenge; and (4) students' persistent intention was related to appeal, challenge and meaningfulness, achievement was related to challenge.

Multi-Mediation of Self-efficacy and Learning Goal Orientation in the links Superior's Communication Ability and Innovative Behavior (상사 커뮤니케이션 능력과 혁신행동의 관계에서 자기효능감 및 학습목표지향성의 다중 매개효과)

  • Yang, Chang-Young;Ji, Sung-Ho;Kang, Young-Soon
    • The Journal of the Korea Contents Association
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    • v.15 no.12
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    • pp.572-585
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    • 2015
  • The present study conducted in two parts toward employees in government office and state-owned companies, and financial companies. First, main impacts were demonstrated in the links between superior communication ability (SCA) and outcome variables (self-efficacy, and learning goal orientation). Second, mediating effects of self-efficacy and LGO were investigated in the relation SCA-Innovative behavior. The data which applied in analysis was collected from 318 employees who work at government office and state-owned companies, and financial companies in Jeju island. The results were as follows. First, SCA were positively associated with self-efficacy and LGO. Second, self-efficacy and LGO were fully mediated both relationships between SCA and innovative behavior. Findings were as follows. SCA is an important factor on self-efficacy and LGO. Such the results have meaningful implications in the research area of communication. The importance of self-efficacy and LGO were demonstrated when considering the both variable in the relations SCA-innovative behavior.

The Inquiry of Change of Mathematical Beliefs and Attitude in Elementary Cooperative Learning Class. (협동학습에서의 초등학생 수학적 신념 및 태도 변화 연구)

  • 서관석;안진수
    • School Mathematics
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    • v.5 no.4
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    • pp.541-553
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    • 2003
  • The purposes of this study are to look into the changing processes of mathematical beliefs and attitudes of the students and to propose the plans how to manage cooperative learning, what can contribute to cognitive affective domains of mathematics learning in applying STAD-based cooperative loaming to mathematics class. So we, the researchers performed cooperative learning in the fifth grade of elementary school and did the exams of mathematical beliefs and attitudes, interviews, supplementary Questions. And students showed meaningful changes in 'the need of cooperative learning', 'critical thinking', 'the acceptance of thoughts of others'. Meanwhile, there were possibilities what all the members of one group can't recognize their errors in STAD, so we proposed 'Tongsinsa'. And we presented concrete methods how to reconstruct groups and somethings to consider when students are not satisfied with the group activities.

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A Study on Usability of Interface Metaphors in the Information Retrieval Systems (검색시스템에서 인터페이스 은유모형의 유용성에 관한 연구)

  • 서은경
    • Journal of the Korean Society for information Management
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    • v.18 no.3
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    • pp.179-202
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    • 2001
  • In information system research. there has been a strong interest in developing the user-centered interface. Interface metaphors have been regarded as a user friendly device of the information retrieval systems. This study is to discover overall opinions about metaphors and to evaluate the usability of metaphors used in the homepages and retrieval interfaces of academic and public libraries. It is found that some metaphors cause users to confuse because they are similar each others or don\`t have unique meaning and because some have weak relationship between texts and images of metaphors. It is necessary to develop a metaphor model suitable for the a specific interface. This study proposes to develop functional metaphors which can help users easily understand how to operate and remember the procedures, and which are based in user\`s knowledge and experiences. The organizational metaphors of a virtual community also will be considered as a new type of retrieval interfaces.

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A Note on the Use of Properties of Operations and the Equal Sign in Elementary School Mathematics (초등학교 수학에서 연산의 성질과 등호의 사용에 대한 고찰)

  • Paek, Dae Hyun
    • Journal of Elementary Mathematics Education in Korea
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    • v.21 no.4
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    • pp.643-662
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    • 2017
  • The first appearance of the equations in elementary school mathematics is in the expression of the equal sign in the addition sentences without its definition. Most elementary school students have operational understanding of the equal sign in equations. Moreover, students' opportunities to have a clear concept of the properties of operations are limited because they are used implicitly in the textbooks. Based on this fact, it has been argued that it is necessary to introduce the properties of operations explicitly in terms of specific numbers and to deal with various types of equations for understanding a relational meaning of the equal sign. In this study, we use equations to represent the implicit properties of operations and the relational meaning of the equal sign in elementary school mathematics with respect to students' level of understanding. In addition, we give some explicit examples which show how to apply them to make efficient computations.

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Tradition of Liberal Education and Harvard Education (자유교육의 전통과 하버드 교육)

  • Cha, Jeh-Soon;Lee, Jae-Hyun
    • The Journal of the Korea Contents Association
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    • v.14 no.10
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    • pp.385-392
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    • 2014
  • The purpose of this paper is to introduce Harvard's general education in order to provide in sights into problem-solving in Korean higher education. To do this, this paper explored the historical tradition of liberal education and the education system of Harvard University. 1. The education of Harvard University is based on liberal education which is a model integrated knowledge and conduct. 2. The education System of Harvard University is divided into two categories: undergraduate education characterized as 'liberalize' and graduate education as 'deliberalize'. It is believed that the above characteristics of Harvard University's education system can provide insights into the future reform of Koran higher education.

Development of a CD Program Applied Logotherapy for Psycho.Spiritual Care of Late Adolescents with Terminal Cancer (청소년 후기 말기 암 환자의 정서적.영적 돌봄을 위한 의미요법 CD 프로그램 개발)

  • Kang, Kyung-Ah;Kim, Shin-Jeong;Song, Mi-Kyung
    • Journal of Hospice and Palliative Care
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    • v.12 no.2
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    • pp.61-71
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    • 2009
  • Purpose: The purpose of this study was to develop a CD program of applied logotherapy for psycho spiritual care of late adolescents with terminal cancer. Methods: Keller & Song's ARCS theory and a model for developing learning materials was applied to develop this program composed four distinct phases: planning, designing, developing, and evaluation stages. Results: This program was entitled 'Finding meaning in my life' and consisted of 5 sessions and its educational contents were made up as follows: "First Secret" is 'learning three natures of the human mind', "Second Secret" is 'learning creative values first method to find meaning of life', "Third Secret" is 'learning experiential value as second method to find meaning of life', "Fourth Secret" is 'learning attitudinal value as third method to find meaning of life', and "Fifth Secret" is 'Becoming the master of my life'. The sub-menu was made up of 'Beginning', 'Opening mind', 'Learning'. 'Laughing Song', 'Experiencing'. Conclusion: This CD program applied logotherapy with flash animation technique as an emotional and spiritual nursing intervention program for easier and more scientific application in pediatric oncology and hospice care area.

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Semantic Segmentation using Convolutional Neural Network with Conditional Random Field (조건부 랜덤 필드와 컨볼루션 신경망을 이용한 의미론적인 객체 분할 방법)

  • Lim, Su-Chang;Kim, Do-Yeon
    • The Journal of the Korea institute of electronic communication sciences
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    • v.12 no.3
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    • pp.451-456
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    • 2017
  • Semantic segmentation, which is the most basic and complicated problem in computer vision, classifies each pixel of an image into a specific object and performs a task of specifying a label. MRF and CRF, which have been studied in the past, have been studied as effective methods for improving the accuracy of pixel level labeling. In this paper, we propose a semantic partitioning method that combines CNN, a kind of deep running, which is in the spotlight recently, and CRF, a probabilistic model. For learning and performance verification, Pascal VOC 2012 image database was used and the test was performed using arbitrary images not used for learning. As a result of the study, we showed better partitioning performance than existing semantic partitioning algorithm.

Development and Application of a Tool for Measuring on a Scientist Image by the Semantic Differential Method (의미분석법에 의한 과학자 이미지 측정도구 개발 및 적용)

  • Youngwook Song;Hyukjoon Choi
    • Journal of Science Education
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    • v.48 no.1
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    • pp.63-73
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    • 2024
  • Knowing the learner's image of a subject-related occupation is good data for determining the direction of a teacher's teaching and learning. Existing drawing image analysis tools have the limitation that it takes a long time to analyze images and drawings of a scientist's appearance. The semantic differential method is a widely used method to analyze images of specific objects. However, research using the semantic differential method has the limitation of failing to reflect terms or factors that change over time by using the adjective pairs used in the initial study as they were in accordance with the research content. In this study, we use the semantic differential method to develop a tool to measure middle school students' scientist image and apply it to middle school students to discuss educational implications regarding the usefulness of measuring scientist image.