• 제목/요약/키워드: base learners

검색결과 43건 처리시간 0.021초

Adaptive boosting in ensembles for outlier detection: Base learner selection and fusion via local domain competence

  • Bii, Joash Kiprotich;Rimiru, Richard;Mwangi, Ronald Waweru
    • ETRI Journal
    • /
    • 제42권6호
    • /
    • pp.886-898
    • /
    • 2020
  • Unusual data patterns or outliers can be generated because of human errors, incorrect measurements, or malicious activities. Detecting outliers is a difficult task that requires complex ensembles. An ideal outlier detection ensemble should consider the strengths of individual base detectors while carefully combining their outputs to create a strong overall ensemble and achieve unbiased accuracy with minimal variance. Selecting and combining the outputs of dissimilar base learners is a challenging task. This paper proposes a model that utilizes heterogeneous base learners. It adaptively boosts the outcomes of preceding learners in the first phase by assigning weights and identifying high-performing learners based on their local domains, and then carefully fuses their outcomes in the second phase to improve overall accuracy. Experimental results from 10 benchmark datasets are used to train and test the proposed model. To investigate its accuracy in terms of separating outliers from inliers, the proposed model is tested and evaluated using accuracy metrics. The analyzed data are presented as crosstabs and percentages, followed by a descriptive method for synthesis and interpretation.

Korean EFL Learners' Sensitivity to Stylistic Differences in Their Letter Writing

  • Lee, Haemoon;Park, Heesoo
    • 영어영문학
    • /
    • 제56권6호
    • /
    • pp.1163-1190
    • /
    • 2010
  • Korean EFL learners' stylistic sensitivity was examined through the two types of letter writing, professional and personal. The base of comparison with the English native speakers' stylistic sensitivity was the linguistic style markers that were statistically found by Biber's (1988) multi-dimensional model of variation of English language. The main finding was that Korean university students were sensitive to stylistic difference in the correct direction, though their linguistic repertoire was limited to the easy and simple linguistic features. Also, the learners were skewed in the involved style in both types of the letters unlike the native speakers and it was interpreted as due to the general developmental direction from informal to formal linguistic style. Learners were also skewed in the explicit style in both types of letters unlike the native speakers and it was interpreted as due to the learners' heavy reliance on one particular linguistic feature. As a whole, the learners' stylistic sensitivity heavily relied on the small number of linguistic features that they have already acquired, which happen to be simple and basic linguistic features.

The Effect of Gesture during the e-Learning Class on Cross-cultural Learners

  • Shin, Sanggyu
    • 한국정보처리학회:학술대회논문집
    • /
    • 한국정보처리학회 2018년도 추계학술발표대회
    • /
    • pp.313-316
    • /
    • 2018
  • In this paper, the authors reflect on how a lecturer's cross-cultural gestures affect learners from across cultures online and in the field teaching sessions for improving the service when to build an e-Learning system. The study extends to survey the way learners feel about cultural differences during a presentation from the research based on sociolinguistics research. Before starting a full-scale research, a preliminary study has been conducted to base the initial experiment, and analysis these result for main research.

Development of Storytelling Program for Science Learning Utilizing Local Myths as Contents

  • Kang, Kyunghee
    • International Journal of Contents
    • /
    • 제10권3호
    • /
    • pp.55-63
    • /
    • 2014
  • Existing science education that excludes narrative thinking impedes the understanding of the context of workbook content. The object of this research is to develop a storytelling-learning program based on narrative thinking to elevate learners' interest in science and expand their inventive problem-solving abilities. Following an analysis of the current Korean curriculum, eight types of storytelling materials that utilize local content were developed for grades 7-9. The learning program used quest storytelling and was designed such that learning activities such as investigation, discussion, and experimentation were included in the process of solving each quest. Learners experienced an interest in storytelling learning resulting from participation in this storytelling-learning program. Moreover, learners demonstrated inventive problem-solving abilities in the process of completing the stories. During the process of assembling the storytelling materials, the students interacted with enthusiasm and generated ideas. The teachers indicated a positive feedback to the storytelling program as a new attempt to stimulate learners' interests. In the future, with continuous development and application, storytelling-science-learning programs that base science learning on narrative thinking are expected to be successful.

Effects of a Modified Six-Sigma-Methodology-Based Training Program on Core Competencies in Rehabilitation Nurse Specialists

  • Gu, Jiayi;Luo, Lan;Li, Chengjuan;Ma, Sumin;Gong, Fanghua
    • 대한간호학회지
    • /
    • 제53권4호
    • /
    • pp.412-425
    • /
    • 2023
  • Purpose: Nurses play an important role in ensuring patient rehabilitation and are involved in all aspects of multidimensional rehabilitation. Therefore, strengthening rehabilitation nursing education is vital to ascertain high-quality rehabilitation and optimum outcomes. This study examined the effectiveness of a new teaching reform-a modified Six-Sigma-based training program-against a conventional educational program on rehabilitation specialist nurses' core competencies, post-training performance, and satisfaction. Methods: A quasi-randomized controlled trial was conducted to assess the effectiveness of the modified training program. We recruited 56 learners from the 2020 training course at the Hunan Rehabilitation Specialist Nurse Training Base as the control group. Sixty learners from the base's 2021 training course were recruited as the intervention group. Data were collected in a consistent manner from both groups after the training program was implemented. Results: Those who underwent the modified training program showed better improvement in all core competencies than those who underwent the conventional training program (p < .05); the scores for theoretical knowledge, clinical nursing lectures, reviews, and nursing case management improved significantly following the teaching reform (p < 0.05). Further, overall satisfaction as well as base management and theoretical teaching satisfaction improved significantly (p < .05). Conclusion: The modified training program strengthens rehabilitation nurses' base management abilities; enhances their core competencies; expands their interest in and breadth, depth, and practicability of theoretical courses; and updates the teaching methods.

정보보호 학습을 위한 롤-플레이 기반 문제중심학습 (A Role-play base PBL(Problem-Based Learning) for Information Security Learning)

  • 이병록;지홍일;신동화;조용환;이준희
    • 한국콘텐츠학회논문지
    • /
    • 제6권3호
    • /
    • pp.85-92
    • /
    • 2006
  • 문제중심학습(Problem-Based Learning)은 학습자 중심으로 학습이 이루어지는 구성주의 모델중의 하나이다. 본 논문에서는 정보보호에 대한 중요성을 학습하기 위하여 캐릭터를 이용한 역할놀이 기반 PBL을 제안하였다. 역할놀이 기반 PBL은 학습자의 특성, 학습과제의 특성을 반영한다는 점에서 다른 PBL 모델과 차별화된다. 또한 인터넷과 모바일 디바이스를 사용하여 학습자들이 주체가 되어 학습하는 학습지원 시스템이다. 실험결과 제안 방법이 정보보호에 대한 전통적인 교사 중심의 수업 방식보다 자기 주도적 학습, 협동학습, 콘텐츠 메이킹, 몰입성에서 효율적임을 보였다.

  • PDF

지능형 교육 시스템을 위한 적응적 지식베이스 객체 모형 개발 (Development of a Adaptive Knowledge Base Object Model for Intelligent Tutoring System)

  • 김용범;김영식
    • 정보처리학회논문지B
    • /
    • 제13B권4호
    • /
    • pp.421-428
    • /
    • 2006
  • Intelligent Tutoring System(ITS)이 다양한 학습자 변인을 고려한 개별화된 학습 환경을 제공하여 영역 전문가를 대신할 효율적인 대안으로 인식되어짐에 따라, Learning Companion System(LCS)에 대한 연구도 긍정적으로 검토되어지고 있다. 하지만 LCS에서의 원활한 상호작용을 위해서는 동일한 역할을 하는 복수 LC의 결합이 필요하고, 이는 개별적 지식베이스의 확보를 선행 조건으로 요구한다. 따라서 본 연구에서는 인지구조의 연결주의적 관점을 근거로, 지식베이스 자체의 자기 학습(self learning)이 가능하고, 지식베이스 객체의 소유자에 의해 적응적으로 성장 가능한 지식베이스 객체 모형을 설계하고, 이를 검증하였다. 이 지식베이스 객체 모형은 개별적 지식베이스의 구축을 가능하게 하여, 지식베이스 객체를 이용한 적응적 ITS 개발의 기회를 제공한다.

초등학교 구강보건교육을 위한 코스웨어 개발 (Development of Wed-Based Courseware in Oral Health Education for Elementary School Children)

  • 최빈아;장창곡
    • 보건교육건강증진학회지
    • /
    • 제20권2호
    • /
    • pp.1-18
    • /
    • 2003
  • The purpose of this study was to develop game style courseware in oral health instruction for elementary school children. The manufacturing equipment and languages which were used to develop the courseware were: Photoshop version 7.0, Illustrator version 10.0, HTML, Dream Weaver MX, Editplus, CSS and Java - script. The data base was built up by using PHP and mySQL over Internet Explorer version 4.0. The contents of courseware for oral health education were based on the list of oral health affaires of the Department of Health and Welfare, 2002. The story of the game ‘Saving Hayani locked down in a castle of a cavity man’ was developed for the learners to learn oral health by inducing learning motivation. A character named ‘Chan i’ was introduced to the learners to be more friendly with the program while they were learning. As the game was made of three step education levels, the learner most pass the prepared test given at each step to advance to a higher level. A database connected to web was constructed to store the scores the learners earned at each step. In conclusion, the courseware will help the elementary school children learn oral health care efficiently through the internet regardless of time and space.

과학과 핵심역량 요소를 기반으로 한 초등학교 과학 글쓰기 수업의 효과 (The Effect of Science Writing Classes based on Science Core Competencies in Elementary School)

  • 김은혜;박재근
    • 한국초등과학교육학회지:초등과학교육
    • /
    • 제36권4호
    • /
    • pp.346-355
    • /
    • 2017
  • The 2015 revised national science curriculum encourages students to cultivate the science core competencies such as scientific thinking, science process skills, scientific problem-solving ability, scientific communication skill, scientific participation and lifelong learning ability. To fill this purpose, we practiced science writing classes based on core competencies and examined the effect of its application. The target unit was 'weather and our life', 'acid and base', 'speed of an object', and 'structure and function of our body' in the fifth grade of elementary school. The results were as follows. First, it was proven that science writing activities based on core competencies did not help improving science process skills of learners. Second, it had a significant effect on the improvement of the learner's self-directed learning ability, in particular, owner spirit, meta cognition and information search. Third, this strategy for science writing changed learners' scientific attitude positively. The above-mentioned results show that this science writing classes can be applicable as one of effective methods in cultivating science core competencies.

웹 기반 학습에 있어서의 상호작용적 자기조절학습 전략 연구 (Study on Interactive Self-regulated Learning Strategy in Web-based Learning)

  • 한건우;김영식;이영준
    • 컴퓨터교육학회논문지
    • /
    • 제7권5호
    • /
    • pp.23-32
    • /
    • 2004
  • 최근 웹 기반 학습의 우수성이 크게 대두되고 여러 방면의 연구들이 진행되고 있으나 학습자의 주도적인 참여를 요구하기 때문에 이를 극복하려는 연구가 필요하다. 본 연구에서는 기존의 웹 기반 학습 시스템이 가지고 있는 결함을 보완하기 위해서 학습 환경을 촉진시키기 위한 자기조절학습 전략을 개발하였다. 자기조절학습 전략은 일반적이고 추상적인 내용으로 구성되어 있어 이를 구체적으로 구현하기 위한 하위 전략들을 도출한다. 또한 좀 더 체계화된 시스템 개발을 위해 하위 전략 요소에 대한 상호작용적 설계를 하여 보다 진보된 웹 기반 학습 시스템을 구축하고 이를 검증하였다.

  • PDF