• Title/Summary/Keyword: 이중 언어학습

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Document Classification Methodology Using Autoencoder-based Keywords Embedding

  • Seobin Yoon;Namgyu Kim
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.9
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    • pp.35-46
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    • 2023
  • In this study, we propose a Dual Approach methodology to enhance the accuracy of document classifiers by utilizing both contextual and keyword information. Firstly, contextual information is extracted using Google's BERT, a pre-trained language model known for its outstanding performance in various natural language understanding tasks. Specifically, we employ KoBERT, a pre-trained model on the Korean corpus, to extract contextual information in the form of the CLS token. Secondly, keyword information is generated for each document by encoding the set of keywords into a single vector using an Autoencoder. We applied the proposed approach to 40,130 documents related to healthcare and medicine from the National R&D Projects database of the National Science and Technology Information Service (NTIS). The experimental results demonstrate that the proposed methodology outperforms existing methods that rely solely on document or word information in terms of accuracy for document classification.

A Research on the Control Effect of Teacher's Support in the Course of School Adaptation for Children from Multi-cultural Families (다문화가정 아동의 학교생활적응 과정에서 교사지지의 조절효과에 관한 연구)

  • Rho, Seon-Deok;Kang, Gil-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.3
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    • pp.157-167
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    • 2015
  • In this study, we studied the influence that the stress placed on children (originating from presence of two cultures at multi-cultural families) can have on adapting to school, and further assessed the control effect of teachers' support as a protection factor. In order to achieve the goal of the research, we identified samples of children between Grades 3-6 who came from multi-cultural families to carry out surveys. Based on the results of our analysis, the experience of discrimination and language conflicts experienced by children from multi-cultural families affected their academic activities (among adaptation factors to school experiences), while teachers' support appeared to have a control effect. However, for the influence of language conflicts on friend relationships (among adaptation factors to school experiences), teachers' support did not have a control effect. As such, based on this research result, we've proposed plans to improve school adaptation of children from multicultural families.

NetLogo Extension Module for the Active Participatory Simulations with GoGo Board (고고보드를 이용한 능동적 참여 모의실험을 위한 NetLogo 확장 모듈)

  • Xiong, Hong-Yu;So, Won-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.11B
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    • pp.1363-1372
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    • 2011
  • Flooding based routing protocols are usually used to disseminate information in wireless sensor networks. Those approaches, however, require message retransmissions to all nodes and induce huge collision rate and high energy consumption. In this paper, HoGoP (Hop based Gossiping Protocol) in which all nodes consider the number of hops from sink node to them, and decide own gossiping probabilities, is introduced. A node can decide its gossiping probability according to the required average reception percentage and the number of parent nodes which is counted with the difference between its hop and neighbors' ones. Therefore the decision of gossiping probability for network topology is adaptive and this approach achieves higher message reception percentage with low message retransmission than the flooding scheme. Through simulation, we compare the proposed protocol with some previous ones and evaluate its performance in terms of average reception percentage, average forwarding percentage, and forwarding efficiency. In addition, average reception percentage is analyzed according to the application requirement.

A study on English-medium instruction programs in Korean universities: Based on the importance of English for academic purposes programs (국내 대학의 영어강의 사례 연구 : EAP과정의 중요성을 중심으로)

  • Kim, Taeho
    • Cross-Cultural Studies
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    • v.53
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    • pp.251-277
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    • 2018
  • The purpose of this study was to investigate ways to improve the effect of English-medium instruction (EMI) in Korean universities by comparing EMI lectures in two Korean universities with those in a Japanese university. Some universities run all courses in English while others do so for only part of them. This study comparatively investigated how EMI courses were run by these two groups of universities. For the purpose of this study, in-depth interviews were conducted with EMI instructors and students to find out what merits and problems that such EMI programs had in EFL environment of Korea and Japan. Another important goal was to correct problems and improve the Korean programs. The result showed that the most important issue of EMI programs in Korean universities was students' low English proficiency. It also demonstrated that English for Academic Purposes (EAP) was necessary to overcome this problem. It is a key to the success of MI programs. Hopefully, this study will stimulate continuous discussions on limitations and ways to improve EMI in Korean universities in various aspects.

The Direction to Assessment of School Mathematics in Accordance with 2009 Reformed Curriculum (2009 개정 교육과정에 따른 수학과 평가가 나아가야 할 방향)

  • Kang, Myung-Won;Kim, Sung-Ho;Park, Ji-Hun;Lee, Sun-Joon;Cha, Yong-Woo;ChoiKoh, Sang-Sook
    • Communications of Mathematical Education
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    • v.24 no.2
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    • pp.301-323
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    • 2010
  • This study was to find the direction to assessment of school mathematics in accordance with 2009 reformed curriculum. As new trends in the latest reformed 2009 curriculum, creativity, multicultural education, and mathematics disposition were focused. In creativity, more items should be developed for enhancing students' ability in areas of fluency, elaborateness, and originality, besides flexibility which was mostly dealt in the formal assessments that have been done previously in school. In multicultural education. purposeful bilingual programs should be developed in mathematics education to improve not only students' language skill, but also mathematical ability. In mathematical disposition, various questionnaires including checklists along with clinical interview should be provided to evaluate students' on-going process of mathematical learning.

Development of EDUTAINMENT Application on DMB Data Service (DMB 데이터 서비스에서의 유아 대상 EDUTAINMENT 어플리케이션 개발)

  • Kong, Shin;Kim, Hyo-Yong;Park, Tae-Jin;Choy, Yoon-Chul
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06c
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    • pp.223-228
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    • 2007
  • 근래 주목받는 키워드인 유비쿼터스(Ubiquitous), UCC(User Created Contents) 등은 기술적 발달과 함께한 사람들의 행동 양식 변화를 잘 반영하고 있다. 기술적인 측면에서 모바일 환경으로의 진화는 사람들에게 시공간적 제약을 없애주었으며, '호모 루덴스'로 표현된 유희적 인간의 개념은 현대인의 행동 양식을 잘 표현했다. 이중 지상파 이동 멀티미디어 방송(Digital Multimedia Broadcasting, DMB)은 방송에 있어서 시공간적 제약을 없앤 대표적인 사례이며, 'EDUTAINMENT(에듀테인먼트)'는 교육에 유희를 결합한 실례라고 하겠다. 특히 DMB는 정보와 유희의 욕구를 기본적으로 충족시킬 수 있는 방송이라는 매체를 이용한다는 점에서 에듀테인먼트의 기술적 기반이 될 수 있으며, 이를 통해 저 연령의 학습자에게 유희와 교육을 동시에 제공함으로써, 학습효과를 높일 수 있는 장점이 있다. 본 논문에서는 DMB 시스템을 위한 유아 대상의 에듀테인먼트 어플리케이션을 설계하고, 구현한다. 이 어플리케이션을 위해 스토리텔링, 음악과 악기 선택 시스템, 타임라인 및 자유표면 게임 시스템 등 DMB 시스템에 적절하며, 에듀테인먼트의 조건을 충족하는 몇 가지 방법론을 제안하여 방송을 통해 콘텐츠와 대상자가 서로 상호작용 할 수 있도록 한다. 이를 위해서는 기존 방송의 음성, 영상 서비스를 넘어 상호작용의 필수적인 요소라고 할 수 있는 데이터 서비스를 요구하며, 이는 MPEG-4 Part 11: BIFS(Binary Format for Scenes) 기술을 기반으로 그 구현에는 VRML에 기초한 BT(BIFS Text) 언어를 사용한다.

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The Analysis of Research Trend about Utilization of Electronic Media in Early Childhood Education -based on Smart Device- (유아전자매체 활용에 관한 연구동향 분석 -스마트기기를 중심으로-)

  • Hwang, Ji-Ae;Kim, Sung-Jae
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.5
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    • pp.470-477
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    • 2016
  • This study analyzed the research trends concerning the use of smart devices by young children, such as smart phones, tablet PCs, interactive whiteboards and teacher assistant robots, which has begun to be mentioned relatively recently, and attempted to analyze the characteristics of the research trends and provide guidelines for the direction of future research. A search of articles related to the use of electronic media by young children using an Online Search DB revealed a total of 192 research papers, which were analyzed according to the subject of research, teaching-learning method, area of development and area of activity. It was found that the teaching-learning method, teacher education and professionalism were highly prevalent in the subject of research; the education method integrating play activity with literature activity were highly prevalent in the teaching-learning method; language development and social development were highly prevalent in the area of development; and language activity and social activity were highly prevalent in the area of activity.

A Study on English for Specific Purposes through Need Analysis of Workers at Foreigners-Only Casino in Korea (국내 외국인 전용 카지노 종사자들의 요구분석에 따른 특수목적영어 연구)

  • Kim, Sung-Hee;Kim, Jean-Sei
    • The Journal of the Korea Contents Association
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    • v.20 no.1
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    • pp.485-494
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    • 2020
  • This study analyses the needs of workers at foreigners-only casinos in Korea on English for Specific Purposes (ESP). It also examines the most ideal English instructor for them and the motivations for their learning English. A total of ninety-nine casino workers in Seoul and Busan participated in the survey. Of the four language skills, English speaking is the most necessary area for them to learn and listening is the second. The most difficult part of communicating in English for them to learn is also speaking, followed by listening. This indicates that the area that they need to study and the area in which they have difficulty communicating in English have the same ranking. The participants in the marketing department had the longest working hours in English, and they were significantly different from those in other departments. Regardless of their departments, the participants responded that speaking is the most necessary area to learn English. They mentioned that their biggest motivation for learning English is self-realization, followed by smooth work. The most ideal English instructor was a Korean instructor with casino working experience, followed by a bilingual Korean instructor. This showed their preference for Korean English teachers with casino working experience. This study might be meaningful since it provides information on a new field, casino workers, by analyzing their needs on ESP. It is suggested that this may contribute to setting the direction of English curriculum for casino workers in the future.

CHARACTERISTICS OF UNRULY & DELINQUENT ADOLESCENTS ADMITTED TO A PSYCHIATRIC INPATIENT UNIT (청소년 병동에 입원한 비행 청소년의 특성에 관한 연구)

  • Lee, Young-Sik;Kim, Wun-Jung;Carey, Michael
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.8 no.1
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    • pp.70-82
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    • 1997
  • Objective:This study was performed to identify and understand the characteristics of adolescents who had a history of police arrest and/or were adjudicated unruly/delinquent by the juvenile court. Method:The study employed a retrospective reivew of coumputer-recorded data set on 210 consecutive admissions to an adolescent psychiatric inpatient unit. Three groups(No Police Contact, N=115;Police Contact Only, N=60;Adjudicated, N=35) were compared on the areas of a) cognitive and educational performance b) emotion:anxiety, depression, suicidality c) personality d) family and life experiences. Standardized assessments were administered to all subjects using WISC-Ⅲ, Kaufman Test of Educational Achievement, Millon Adolescent Personality Inventory, Reynolds Adolescent Depression Scale, Revised-Chilren’s Manifest Anxiety Scale, Suicide Ideation Questionnarie, Suicide Behavior Interive, Life Events Checklist, and Family Environmental Scale. A subgroup of the subjects, 60 cases also received a standardized interview by Child Assessment Schedule. Results:The characteristic findings of the delinquent group(the police contact only and adjudicated subjects combined) included (1) a high rate of adoption, sexual promiscuity, out of home placement, and repeated psychiatric hospitalization, (2) low verbal IQ scores and educational achievements, (3) high impulsivity, low social conformity, and high forcefulness in personality inventory, (4) low activityrecreation orientation and low moral religious emphasis in family environment, (5)a high frequency of adverse life experiences, (6) among 3 groups, the Police Contact Only group showed the lowest depression, anxiety and suicidal ideation scores, (7) a high diagnostic frequency of conduct disorder, ODD, and ADHD. Conclusions:The adolescent psychiatric inpatients with a delinquent history presented with a certain clinical, family, psychometric characteristics that warrant specific clinical intervention strategies for their cognitive deficits, an impulsive personality style, family dysfunction with adverse life experiences and disruptive behavioral disorders, different from the rest of adolescent psychiatric inpatients.

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A study on the difficulty adjustment of programming language multiple-choice problems using machine learning (머신러닝을 활용한 프로그래밍언어 객관식 문제의 난이도 조정에 대한 연구)

  • Kim, EunJung
    • Journal of Korea Society of Industrial Information Systems
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    • v.27 no.2
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    • pp.11-24
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    • 2022
  • For the questions asked for LMS-based online evaluation the professor directly set exam questions, or use the automatic question-taking method according to the level of difficulty using the question bank divided by category. Among them, it is important to manage the difficulty of questions in an objective and efficient way, above all, in the automatic question-taking method according to difficulty. Because the questions presented to the evaluators may be different. In this paper, we propose an difficulty re-adjustment algorithm that considers not only the correct rate of a problem but also the time taken to solve the problem. For this, a logistic regression classification algorithm was used of machine learning, and a reference threshold was set based on the predicted probability value of the learning model and used to readjust the difficulty of each item. As a result, it was confirmed that there were many changes in the difficulty of each item that depended only on the existing correct rate. Also, as a result of performing group evaluation using the adjustment difficulty problem, it was confirmed that the average score improved in most groups compared to the difficulty problem based on the percentage of correct answers.