• Title/Summary/Keyword: In-Context learning

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Design of Intelligent Intrusion Context-aware Inference System for Active Detection and Response (능동적 탐지 대응을 위한 지능적 침입 상황 인식 추론 시스템 설계)

  • Hwang, Yoon-Cheol;Mun, Hyung-Jin
    • Journal of Convergence for Information Technology
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    • v.12 no.4
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    • pp.126-132
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    • 2022
  • At present, due to the rapid spread of smartphones and activation of IoT, malicious codes are disseminated using SNS, or intelligent intrusions such as intelligent APT and ransomware are in progress. The damage caused by the intelligent intrusion is also becoming more consequential, threatening, and emergent than the previous intrusion. Therefore, in this paper, we propose an intelligent intrusion situation-aware reasoning system to detect transgression behavior made by such intelligent malicious code. The proposed system was used to detect and respond to various intelligent intrusions at an early stage. The anticipated system is composed of an event monitor, event manager, situation manager, response manager, and database, and through close interaction between each component, it identifies the previously recognized intrusive behavior and learns about the new invasive activities. It was detected through the function to improve the performance of the inference device. In addition, it was found that the proposed system detects and responds to intelligent intrusions through the state of detecting ransomware, which is an intelligent intrusion type.

The Effects of Group Coaching Program on Improving Metacognition Learning Ability for Adult Learners (성인학습자 대상 메타인지 학습능력 증진 그룹코칭 프로그램의 효과성 검증)

  • Hyunjin Kim;Taehee Kim
    • The Korean Journal of Coaching Psychology
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    • v.7 no.2
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    • pp.47-74
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    • 2023
  • The purpose of this study was to test the effectiveness of a group coaching program to promote metacognitive learning ability in an academic context for adult learners enrolled at a distance university. The topics and objectives of the group coaching program focused on understanding and applying the elements of 'metacognitive knowledge', and each session was conducted online by integrating 'planing-monitoring-regulating', an element of 'metacognitive regulation', into the REGROW model of coaching. To verify the effectiveness of the program, research participants were recruited from adult university students enrolled in A Cyber University and assigned to the experimental and control groups. The experimental group was given the program, while the control group was given the program after the completion of the study. Metacognitive learning ability level and academic self-efficacy were tested before and after the program for both groups, and a satisfaction survey was conducted for the experimental group. Analyses of the data revealed that the experimental group showed higher scores on both the overall and sub-scales of perceived metacognitive learning ability and academic self-efficacy compared to the control group. Participants in the experimental group also reported high satisfaction with the program, increased knowledge of metacognition, awareness and application of metacognitive strategies, and found the group coaching approach beneficial. Based on these findings, implications, and suggestions for future research are presented.

The Study on the Development principles for the Mathematics Textbook based on Storytelling and the Possibility of Implementation (스토리텔링 수학 모델 교과서의 개발 원리와 현장적용 가능성에 대한 연구)

  • Kwon, Oh Nam;Ju, Mi-Kyung;Park, Jung Sook;Park, Ji Hyun;Oh, Hye Mi;Jo, Hyung Mi
    • Communications of Mathematical Education
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    • v.27 no.3
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    • pp.249-266
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    • 2013
  • The purpose of this research is to investigate the principles for the development of mathematics textbook based on storytelling through literature review, textbook development, and classroom implementation. Mathematics textbook based on storytelling has been developed to help students learn mathematics interesting and meaningful. The principle for the development principles include as the principle of context, process-oriented, communication, and diversity. The developed mathematics textbooks was implemented in high school mathematics classes in order to investigate the effectiveness of the textbooks. We analyzed the data collected by the survey and the interview to find that the mathematics textbook based on storytelling had positive effect on teaching and learning of mathematics. We discussed the implication for the future development and implementation of mathematics textbook based on storytelling.

Mobile App Recommendation using User's Spatio-Temporal Context (사용자의 시공간 컨텍스트를 이용한 모바일 앱 추천)

  • Kang, Younggil;Hwang, Seyoung;Park, Sangwon;Lee, Soowon
    • KIPS Transactions on Software and Data Engineering
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    • v.2 no.9
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    • pp.615-620
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    • 2013
  • With the development of smartphones, the number of applications for smartphone increases sharply. As a result, users need to try several times to find their favorite apps. In order to solve this problem, we propose a recommendation system to provide an appropriate app list based on the user's log information including time stamp, location, application list, and so on. The proposed approach learns three recommendation models including Naive-Bayesian model, SVM model, and Most-Frequent Usage model using temporal and spatial attributes. In order to figure out the best model, we compared the performance of these models with variant features, and suggest an hybrid method to improve the performance of single models.

Relationship of Using Science Terminology between Science Curriculum and Middle School Science Textbooks in the 2009 National Curriculum (2009 개정 과학과 교육과정과 중학교 과학 교과서의 과학 용어 사용 연계성 분석)

  • Yun, Eunjeong;Park, Yunebae
    • Journal of The Korean Association For Science Education
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    • v.34 no.7
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    • pp.667-675
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    • 2014
  • It is important to know science terminology when learning science. In terms of linguistic and psychological perspectives, the context of encountering a terminology for the first time is critical. If a student has not learned the terminology properly the first time, it might cause misconceptions or be a barrier in following learning. This study aims to identify how careful science terminology are used in science textbooks, and the relationship of using science terminology between science curriculum and middle school science textbooks in the 2009 National Curriculum. In addition, the educational need, the importance of science learning, proper time for teaching, & difficulty of the terminologies have been surveyed among teachers and students. As results of study show, only 25% of terminologies in science textbooks have appeared in the curriculum, and about 10% have been used in middle school science textbooks prior to science curriculum. The survey results suggested that many of those terminologies could cause problems in teaching and learning situation. The solution for them have been divided into the following: avoiding usage in textbook prior to curriculum, using earlier in textbooks, using earlier in curriculum, and reflecting curriculum precisely in the textbook. In general, the curriculum needs to state performing objectives concretely. And it is needed to examine science terminology advertently when writing textbooks.

Exploring the Nature of Argumentation in Science Education (과학교육에서 논의의 본성 탐색)

  • Jung, Dojun;Nam, Jeonghee
    • Journal of the Korean Chemical Society
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    • v.66 no.1
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    • pp.50-60
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    • 2022
  • The purpose of this study is to explore the Nature of Argumentation in Science education (NAS). For this purpose, we collected previous studies conducted on the argumentation in science education, and then collected previous studies were analyzed to extract the overall characteristics of argumentation in science education. Based on the results, an expert review was conducted, then the nature of argumentation in science education was finally derived to a total of seven components: 'evidence based', 'linguistic interaction', 'context dependency', 'public decision-making', 'tentative agreement', 'methodological diversity', and 'enculturation of scientific culture'. Understanding the nature of argumentation in science education can promote the practice of argumentation in science learning. Therefore, further studies will be necessary to conduct research to expand and refine the nature of argumentation in science education in order to effectively practice it in science learning.

A Study on the Discourse Regarding the Lineage Transmission to Haewol in the Eastern Learning: Focused on Document Verification (해월의 동학 도통전수 담론 연구 - 문헌 고증을 중심으로 -)

  • Park Sang-kyu
    • Journal of the Daesoon Academy of Sciences
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    • v.48
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    • pp.41-155
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    • 2024
  • Among the records that attest to the period from July to August of 1863, when Suwun was believed to have transmitted the orthodox lineage to Haewol, the oldest documents are The Collection of Suwun's Literary Works (水雲文集), The Collection of Great Master Lord's Literary Works (大先生主文集), and The Records of Dao Origin of Master Choe's Literary Collection (崔先生文集道源記書, hereafter referred to as The Records of Dao Origin). The records regarding Suwun in these three documents are considered to have originated from the same context. The variances embedded in the three documents have led to arguments about which documents accurately reflect the fact of orthodox lineage transmission. Additionally, these variances highlight the necessity of a review regarding the characteristics of early Eastern Learning, such as its faith and organizational systems. Accordingly, by thoroughly examining these three documents, it is possible to elucidate the chronological order, establishment-date, accuracy, descriptive direction, and characteristics of the faith system of early Eastern Learning as these are reflected in each document. If successful, this examination would provide a clearer description of the developmental process of Eastern Learning from 1860 to 1880, facilitating a more in-depth analysis of the significance embedded in various forms of discourse on the movement's orthodox lineage transmission. In comparing the three documents and contrasting them with related sources, the results of the textual examination assert that the documents within the lineage of The Collection of Suwun's Literary Works, given they lack a clear record of the event regarding Haewol's orthodox lineage succession, may be the first draft of The Collection of Great Master Lord's Literary Works and The Records of Dao Origin, as these texts distinctly include that record. This reflects that Haewol's succession was not precisely recognized within and outside of the Eastern Learning order until the time when The Collection of Great Master Lord's Literary Works and The Records of Dao Origin were published. This is further attested to by the fact that during the late 1870s, when various Yeonwon (fountainhead) factions of Eastern Learning began to converge around Haewol, and his Yeonwon became the largest organization within Eastern Learning. At that point, the order's doctrine was reinterpreted, and its organization was reestablished. In this regard, it is necessary to view Eastern Learning after Suwun-especially the orthodox lineage transmission to Haewol-from a perspective that considers it more as competing forms of discourse than as a historical fact. This view enables a new perspective on Haewol's Eastern Learning, which forms a distinct layer from Suwun's, shedding light on the relationship between Haewol and the new religious movements in modern-day Korea.

Exploration of Changes in TIMSS Science Achievement and Educational Context Variables of Cohort Groups with Grade Change (학년 변화에 따른 코호트 집단의 TIMSS 과학 성취도 및 교육맥락변인의 변화 탐색)

  • Kwak, Youngsun
    • Journal of the Korean Society of Earth Science Education
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    • v.12 no.2
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    • pp.119-130
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    • 2019
  • The TIMSS assessment is conducted every four years, and Korean fourth grade cohort in TIMSS 2011 participated in TIMSS 2015 again as eighth graders, which produced the first achievement data of the cohort group of elementary and middle schools. In this study, in order to investigate the causes of the decline in Korean students' science achievement with grade changes from the fourth to the eighth grade, we analyzed educational context variables such as characteristics of students, teachers, and classroom instructions of the top 5 achievement countries participated in both TIMSS 2011 and TIMSS 2015. According to the results, students' sense of school belonging increased, whereas students' positive attitudes toward science teaching decreased with the grade change from the fourth to the eighth. As for the teacher characteristics, the teacher's professional development activity increased, and the teacher's confidence in science teaching showed similar tendency to the international average. Regarding classroom instruction characteristics, the frequency of inquiry-related science activities was highest at the fourth grade, and lower than the international average at the eighth grade. Based the results, we suggested implications for science teaching and learning as well as further studies including development of differentiated strategy by the school level to improve students' achievement, the necessity of converting into more student-engaging science classes, and the necessity of in-depth study on the teacher related educational contextual variables.

Exploring the Characteristics of STEAM Program Developed by Docents and its educational impact in the Natural History Museum

  • Park, Young-Shin;Park, Jin-Hee;Ryu, Hyo-Suk
    • Journal of the Korean Society of Earth Science Education
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    • v.7 no.1
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    • pp.75-90
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    • 2014
  • The purpose of this study was to explore the characteristics of STEAM program developed and implemented by two docents and its educational impact for the use of natural history museum. Two docents developed this program with the help of science educators who ran five times of workshop during five months. The STEAM program implemented in the natural history museum demonstrated the following characteristics. The exhibitions in museum were reached by visitors only for learning science concepts (S) out of five components in STEAM. The other components, T (technology) and E (engineering), were delivered through lectures in the room, not exhibition hall. M (Mathematics)was achieved by guessing the animal's size, or calculating the walking or running speed with the clue of foot prints. The three phases of STEAM program (presentation of context, creatively design the investigation, and emotional touch) were explicitly implemented but partially successful. Two docents participating in this study responded that they formed new or extended the understandings about STEAM education, but they had the difficulties in implementing STEAM program for various type of visitors. All visitors who participated in this study displayed the favorable responses in educational impact by STEAM program in natural history museum. The heavier emphasis on E and T of STEAM program is recommended through community-based learning. In addition, educator professional program through which docents can bridge theory into practice is suggested for revitalization of STEAM education.

Classroom Discourse Analysis between Teacher and Students in High School Statistics Class - Focused on Mehan's Theory - (고등학교 통계 수업 시간에 나타난 교사-학생 간 수업담화 분석 - Mehan의 이론을 중심으로 -)

  • Lee, Yoon-Kyung;Cho, Cheong Soo
    • School Mathematics
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    • v.17 no.2
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    • pp.203-222
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    • 2015
  • This study analyzed the classroom discourse between teacher and students based on the Mehan(1979a)'s theory to examine the characteristics of the classroom discourse between teacher and students in high school statistics class. The results of this study on the structure of class showed that the statistics class in this study adopted knowledge transmission-oriented teacher-led class in which the framework of introductiondevelopment- arrangement, which is Mehan's basic 3 stages, is clearly represented. The results of examining I-R-E sequence showed that $I_T-R_T$ structure, in which the teacher asks questions and the teacher talks about the answer, frequently appeared. And the statistics class in this study was monological class in which students hardly participated. Through these results of this study, it was found that teacher should form the statistical context, in which students can participate in discourse, and build discourse learning community and induce argumentational discourse through metaprocess elicitation.