• Title/Summary/Keyword: 학습 상황

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Web-based ITS fort Training Computer Security (컴퓨터 보안 훈련을 위한 웹 기반 교수 시스템)

  • 최진우;우종우
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.04b
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    • pp.703-705
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    • 2002
  • 최근 컴퓨터 해킹이 커다란 사회적 문제로 대두되고 있다. 물론 시스템 보호를 위한 많은 상용 제품들이 존재하지만, 침입피해 상황에서는 대부분의 경우, 시스템 관리자의 현장 경험에 의존하는 실정이다. 따라서 시스템 관리자는 기존의 침입에 관한 해결방법 뿐만 아니라, 새로운 위협들에 대한 대처방안을 항상 준비 하여야 한다. 이러한 침입상황을 시스템 관리자들에게 교육하기 위하여, 본 논문에서는 모의 훈련환경을 설계하고 구현하였다. 본 시스템의 특징은 우선, 지식베이스로부터 동적으로 생성되는 학습 주제들로 이루어진 교과 과정을 학습자에게 제시한다. 학습자에 의해 선택된 학습 주제는 학습목표로 간주되고, 이 주제는 교수 계획에 의해 다수의 임무(mission)들을 생성한다. 학습자는 각 임무에서 주어진 상황을 가상의 UNIX명령어들을 직접 사용하여 모의 실험해 봄으로써 임무 완수에 필요한 지식을 숙지할 수 있게 된다. 시스템은 임무 완수에 요구되는 해 경로(solution paths)를 유지함으로써, 학습자의 문제 해결 과정을 감독할 수 있고, 도움을 요구하거나 실수를 할 때 적절한 힌트를 제공한다. 시스템은 웹 기반의 클라이언트/서버 구조로 설계되어, 학습자는 브라우저만으로도 학습이 가능하고, 자바 애플릿으로 이루어진 가상 운영체제 하에서 직접 침입대처 상황을 학습 할 수 있다.

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Anomaly Detection Methodology Based on Multimodal Deep Learning (멀티모달 딥 러닝 기반 이상 상황 탐지 방법론)

  • Lee, DongHoon;Kim, Namgyu
    • Journal of Intelligence and Information Systems
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    • v.28 no.2
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    • pp.101-125
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    • 2022
  • Recently, with the development of computing technology and the improvement of the cloud environment, deep learning technology has developed, and attempts to apply deep learning to various fields are increasing. A typical example is anomaly detection, which is a technique for identifying values or patterns that deviate from normal data. Among the representative types of anomaly detection, it is very difficult to detect a contextual anomaly that requires understanding of the overall situation. In general, detection of anomalies in image data is performed using a pre-trained model trained on large data. However, since this pre-trained model was created by focusing on object classification of images, there is a limit to be applied to anomaly detection that needs to understand complex situations created by various objects. Therefore, in this study, we newly propose a two-step pre-trained model for detecting abnormal situation. Our methodology performs additional learning from image captioning to understand not only mere objects but also the complicated situation created by them. Specifically, the proposed methodology transfers knowledge of the pre-trained model that has learned object classification with ImageNet data to the image captioning model, and uses the caption that describes the situation represented by the image. Afterwards, the weight obtained by learning the situational characteristics through images and captions is extracted and fine-tuning is performed to generate an anomaly detection model. To evaluate the performance of the proposed methodology, an anomaly detection experiment was performed on 400 situational images and the experimental results showed that the proposed methodology was superior in terms of anomaly detection accuracy and F1-score compared to the existing traditional pre-trained model.

Possibility of Science Concept Learning in Scientific Practice-Based Science Education: A Review Focused on Situated Learning Theories and Conceptual Agency (과학적 실행 기반의 과학 교육에서 개념 학습의 가능성 고찰 -상황 학습 이론과 개념적 행위 주체성을 중심으로-)

  • Oh, Phil Seok
    • Journal of The Korean Association For Science Education
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    • v.42 no.4
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    • pp.477-486
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    • 2022
  • This study explored a possibility of science concept learning in scientific practice-based science instruction through the review of literature about situated learning theories and practice-based science education. It was revealed that the situated learning theories were closely related to the recent trend in science education which emphasizes students' active engagement in scientific practices. From the perspective of situated learning, concept learning occurs in the process in which learners make use of concepts as resources and further develop the concepts through the emergence of conceptual agency during their participation in practices. The study also found that the situated learning perspectives could apply to science concept learning in scientific practice-based instruction: Science concepts are used as resources in practice-based science learning, students can better engage in scientific practices as they take advantage of science concepts as resources, and the emergence of conceptual agency can facilitate science concept learning during the participation in scientific practices. Implications for school science education were suggested.

Effective Foreign Language Learning with Situated Cognition in the MOO based Environments (상황인지(Situated Cognition)원리를 적용한 효과적인 외국어 학습 방안 연구: MOO 학습환경을 중심으로)

  • Lee, Seung-Hee;Seo, Yun-Kyoung
    • Journal of The Korean Association of Information Education
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    • v.6 no.1
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    • pp.64-74
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    • 2002
  • The purpose of this paper is to review the importance of situated cognition and the features of MOO(Multi-user Object Oriented)environments for effective foreign language learning. Learning foreign languages is beyond simply recalling for the vocabularies or expression usages of targeted languages. As much the same as children naturally acquire their mother languages among active and social interactions with other surrounding people, foreign languages should be told in the circumstances and contexts for authentic applications of foreign languages. The MOO, one of the virtual realities with spatial metaphors on the text basis, has been gaining high attentions from educational fields, thanks to the strong functions of social contexts and learner interactions. This paper approaches the features of MOO as foreign language learning environments, in terms of activity, context and interaction.

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Promoting Teacher Learning: Implications for Designing Professional Development Programs (수학교사의 수업전문성 신장을 위한 교사 연수 프로그램 개발의 기본 관점)

  • Kim, Goo-Yeon
    • Journal of the Korean School Mathematics Society
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    • v.13 no.4
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    • pp.619-633
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    • 2010
  • To offer insights in organizing professional development programs to promote teachers' substantial ongoing learning, this paper provides an overview of situative perspectives in terms of cognition as situated, cognition as social, and cognition as distributed. Then, it describes research findings on how mathematics teachers can enhance their knowledge and thus improve their instructional practices through participation in a professional development program that mainly provides opportunities to learn and analyze students' mathematical thinking and to perform mathematical tasks through which they interpret the understanding of students' mathematical thinking. Further, it shows that a knowledge of students' mathematical thinking is a powerful tool for teacher learning. In addition, it suggests that teacher-researcher and teacher-teacher collaborative activities influence considerably teachers' understanding and practice as such collaborations help teachers understand new ideas of teaching and develop innovative instructional practices.

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Designing learning service in real life contexts using smart device - focused on science learning - (스마트 디바이스를 활용한 일상생활 속 맥락 기반의 학습 서비스 디자인 - 과학 학습을 중심으로 -)

  • Choi, Hojeong;Ryoo, Han Young
    • Design Convergence Study
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    • v.14 no.4
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    • pp.151-167
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    • 2015
  • This research suggests scenarios of learning in real life contexts with smart devices and provides user interface prototypes to show their characteristics more effectively. For this, literature review was conducted to understand the strength and limitations of current learning in which real life contexts are used. Then, the characteristics of smart devices as a support tool of learning service was reviewed. With such understand, a user research was executed to establish 10 design guidelines for learning service in real life contexts. Finally, this paper suggested two scenarios that shows learning in real life contexts as case studies and their detailed user interface protypes.

Database teaching and learning effects applying the situated learning theory (상황학습 이론을 적용한 데이터베이스 교수 학습 효과)

  • Shin, Soo-Bum
    • The Journal of Korean Association of Computer Education
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    • v.9 no.2
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    • pp.47-55
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    • 2006
  • To determine efficient methods of database teaching, this paper applied the situated learning theory to the teaching and learning method and analyzed the effects. Previous related studies were also examined, with the essential contents in database analyzed based on Bloom's taxonomy of educational objectives. Moreover, this paper presented a strategy wherein the contents of database learning are classified into two categories: basic knowledge and technical and extended knowledge. Experimental and control groups were selected based on related studies, and the effects of database teaching and learning method, determined by technique and attitude area as well as knowledge area. After preparing and applying to the teaching and learning method the actual educational curriculum, the following results were drawn: (1) the experimental group showed better performance in terms of understanding the concept of database, operating database, and constructing a database table when the situated learning theory was applied to the teaching method, and; (2) the experimental group was also more receptive compared to the control group, which opted to take technique-oriented database courses. Therefore, various teaching and learning methods aside from the situated learning theory should be applied and analyzed in database and computer science fields for maximum effects.

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Development and Effect Verification of Situated Learning Theory-Applied Teaching-Learning Plans for the 'Clothing and Self-Expression' Unit of Seventh Grade Technology-Home Economics Subject (상황학습 이론을 적용한 중학교 1학년 기술.가정 교과의 '옷차림과 자기표현' 단원 교수-학습 과정안 개발 및 효과검증)

  • Hwang, Hye-Min;Lee, Yhe-Young;Ahn, So-Eun
    • Journal of Korean Home Economics Education Association
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    • v.25 no.1
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    • pp.67-77
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    • 2013
  • The purpose of this study was to develop teaching-learning plans for the 7th grade technology-home economics classes, applying situated learning theory. In addition, the effect of developed teaching-learning plans were examined, in terms of students' perception and attitude toward clothing habits and the degree of satisfaction with the lessons. In order to carry out the research, the teaching-learning plans for the 3 lessons on "clothing and self-expression" unit were developed. Experimental study was done at a middle school in Seoul to examine the effect of the teachig-learning plans developed based on the situated learning theory. Two classes taught with the developed teaching-learning plans served as a experiment group, and another two classes taught with traditional lecture-based plans served as a control group. As a result, teaching-learning plans developed based on situated learning theory had a positive impact on students' satisfaction with the lessons and the perception and attitude toward clothing habits.

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A Study on Learning Sequence Control of Agent for Effective teaming (효율적인 학습을 위한 에이전트의 학습 순서 제어에 관한 연구)

  • 한금주;곽덕훈
    • Proceedings of the Korea Multimedia Society Conference
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    • 2003.11b
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    • pp.880-883
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    • 2003
  • 본 연구에서는 효율적인 e-teaming 학습을 학습자에게 적합한 학습 환경의 학습 순서로 제공하기 위한 튜터(코치) 기능의 에이전트 시스템을 제안하고자 한다. 본 연구에서 제안하는 튜터 기능의 에이전트는 다양한 학습자 환경과 학습 수준에 따른 학습자의 학습파일과 선수 학습 자료를 데이터베이스로 저장하여 학습자에게 적합한 학습 순서의 제공을 목적으로 한다. 학습자와 에이전트의 지속적인 상호작용으로 효율적인 e-teaming 학습이 유지될 수 있도록 한다. 본 연구에서는 학습자의 선수(기초) 학습이나 학습 진행 상황, 결과 등의 정보를 저장하고 이를 이용하여 학습자에게 최적의 학습 순서를 제공할 수 있도록 튜터(코치) 기능의 에이전트와 협력 학습이 이루어질 수 있도록 한다. 그 방법의 하나로 학습자의 학습 진행 상황을 저장하고 학습자들의 학습 순서와 시스템에서 제안하는 학습 순서를 비교하여 학습자에게 보다 적합한 학습 순서(courseware)를 제안할 수 있도록 한다. 본 연구의 결과로 학습 순서를 제안하는 튜터 에이전트 시스템은 학습 시스템이 제안하는 학습 순서와 학습자가 학습하고자 하는 학습 순서를 학습자의 학습 진행에 따라 학습 순서를 재구성하고 평가 전에 학습자의 학습 순서 경로를 다시 한번 반복 학습하게 함으로써 학습자가 최대의 학습 효과를 얻을 수 있도록 하는 효과를 나타낼 수 있다.

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Learning Effects According to the Level of Science State Curiosity and Science State Anxiety Evoked in Science Learning (과학 학습에서 유발되는 과학상태호기심 및 과학상태불안 수준에 따른 학습효과)

  • Kang, Jihoon;Kim, Jina
    • Journal of The Korean Association For Science Education
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    • v.41 no.3
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    • pp.221-235
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    • 2021
  • The purpose of this study is to investigate the learning effects according to the level of Science State Curiosity (SSC) and Science State Anxiety (SSA) in science learning situation for 5th~6th grade elementary school students. To achieve this purpose, we measured and analyzed SSC and SSA in each learning situation by dividing science learning into three situations: Confronting scientific task (I), Checking the results (II), and Learning science concepts (III). In order to identify the net effects of SSC and SSA on learning effects, science curiosity, need for cognition, science self-concept, science anxiety, and interest, which were expected to affect the learning effects, were controlled. SSC and SSA in the situation of confronting scientific tasks were defined as 'SSCI' and 'SSAI,' SSC and SSA in the situation of checking the results were defined as 'SSCII' and 'SSAII,' and SSC and SSA in the situation of learning science concepts were defined as 'SSCIII' and 'SSAIII.' In addition, the learning effects were divided into post-learning effect and delayed post-learning effect, and the degree of improvements in the post- or delayed post-test scores compared to the pre-test score were calculated and analyzed. As a result of the analysis, SSCI·SSCII had a positive effect on the post- and the delayed post-learning effect, but SSAIII had a negative effect on the post- and delayed post-learning effect, SSAI·SSAII had a negative effect on the post-learning effect. SSC had a greater effect on learning effects than SSA, and SSCII had the most influence on the post-learning effect and SSCI had the most influence on the delayed post-learning effect. As SSCIII increased, there was a tendency to do additional voluntary learning. The results of this study are expected to broaden the understanding of students' emotional states in science learning and provide a theoretical foundation for studies of state curiosity and state anxiety.