• Title/Summary/Keyword: 발견학습

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A Study on the Detection of Fallen Workers in Shipyard Using Deep Learning (딥러닝을 이용한 조선소에서 쓰러진 작업자의 검출에 관한 연구)

  • Park, Kyung-Min;Kim, Seon-Deok;Bae, Cherl-O
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.26 no.6
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    • pp.601-605
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    • 2020
  • In large ships with complex structures, it is difficult to locate workers. In particular, it is not easy to detect when a worker falls down, making it difficult to respond quickly. Thus, research is being conducted to detect fallen workers using a camera or by attaching a device to the body. Existing image-based fall detection systems have been designed to detect a person's body parts; hence, it is difficult to detect them in various ships and postures. In this study, the entire fall area was extracted and deep learning was used to detect the fallen shipworker based on the image. The data necessary for learning were obtained by recording falling states at the shipyard. The amount of learning data was augmented by flipping, resizing, and rotating the image. Performance evaluation was conducted with precision, reproducibility, accuracy, and a low error rate. The larger the amount of data, the better the precision. In the future, reinforcing various data is expected to improve the effectiveness of camera-based fall detection models, and thus improve safety.

Identifying Compound Risk Factors of Disease by Evolutionary Learning of SNP Combinatorial Features (SNP 조합 인자들의 진화적 학습 방법 기반 질병 관련 복합적 위험 요인 추출)

  • Rhee, Je-Keun;Ha, Jung-Woo;Bae, Seol-Hui;Kim, Soo-Jin;Lee, Min-Su;Park, Keun-Joon;Zhang, Byoung-Tak
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.12
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    • pp.928-932
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    • 2009
  • Most diseases are caused by complex processes of various factors. Although previous researches have tried to identify the causes of the disease, there are still lots of limitations to clarify the complex factors. Here, we present a disease classification model based on an evolutionary learning approach of combinatorial features using the data sets from the genetics and cohort studies. We implemented a system for finding the combinatorial risk factors and visualizing the results. Our results show that the proposed method not only improves classification accuracy but also identifies biologically meaningful sets of risk factors.

Automatic Determination of Usenet News Groups from User Profile (사용자 프로파일에 기초한 유즈넷 뉴스그룹 자동 결정 방법)

  • Kim, Jong-Wan;Cho, Kyu-Cheol;Kim, Hee-Jae;Kim, Byeong-Man
    • Journal of the Korean Institute of Intelligent Systems
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    • v.14 no.2
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    • pp.142-149
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    • 2004
  • It is important to retrieve exact information coinciding with user's need from lots of Usenet news and filter desired information quickly. Differently from email system, we must previously register our interesting news group if we want to get the news information. However, it is not easy for a novice to decide which news group is relevant to his or her interests. In this work, we present a service classifying user preferred news groups among various news groups by the use of Kohonen network. We first extract candidate terms from example documents and then choose a number of representative keywords to be used in Kohonen network from them through fuzzy inference. From the observation of training patterns, we could find the sparsity problem that lots of keywords in training patterns are empty. Thus, a new method to train neural network through reduction of unnecessary dimensions by the statistical coefficient of determination is proposed in this paper. Experimental results show that the proposed method is superior to the method using every dimension in terms of cluster overlap defined by using within cluster distance and between cluster distance.

A Study on the School Library Media Center Program (학교도서관의 교수 - 학습지원 프로그램 운영)

  • 김병주
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.13 no.2
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    • pp.265-282
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    • 2002
  • The purpose of this study is to investigate the principles of school library media center program and to finds out present level and future outlook of the program implementation in primary and middle school. The fundamental objective of school is learning and school library functions as a link to support this objective. Therefore quality of education must always be linked to the library media programs. A questionaire which consists of 13 questions covering school library media center operation was designed to final out how learning-teaching media program is being practiced in Korea. Based on this study, it is concluded that there is significant difference between present practice level and desired future-oriented practice. It is hoped that this study will help planners in formulating school library policy to achieve educational goal of the school.

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Difficulties and Alternative Ways to learn Irrational Number Concept in terms of Notation (표기 관점에서 무리수 개념 학습의 어려움과 대안)

  • Kang, Jeong Gi
    • Journal of the Korean School Mathematics Society
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    • v.19 no.1
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    • pp.63-82
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    • 2016
  • Mathematical notation is the main means to realize the power of mathematics. Under this perspective, this study analyzed the difficulties of learning an irrational number concept in terms of notation. I tried to find ways to overcome the difficulties arising from the notation. There are two primary ideas in the notation of irrational number using root. The first is that an irrational number should be represented by letter because it can not be expressed by decimal or fraction. The second is that $\sqrt{2}$ is a notation added the number in order to highlight the features that it can be 2 when it is squared. However it is difficult for learner to notice the reasons for using the root because the textbook does not provide the opportunity to discover. Furthermore, the reduction of the transparency for the letter in the development of history is more difficult to access from the conceptual aspects. Thus 'epistemological obstacles resulting from the double context' and 'epistemological obstacles originated by strengthening the transparency of the number' is expected. To overcome such epistemological obstacles, it is necessary to premise 'providing opportunities for development of notation' and 'an experience using the notation enhanced the transparency of the letter that the existing'. Based on these principles, this study proposed a plan consisting of six steps.

Introducing the Mrs. Weill's Hill Diagram to Learning Algorithm (수 연산에서의 언덕도 도입의 실제)

  • Lee Eui-Won;Kim Jin-Sang;Lee Myung-Hee
    • Journal of Elementary Mathematics Education in Korea
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    • v.6 no.1
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    • pp.23-40
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    • 2002
  • Historically, the use of algorithms has been emphasized in the mathematics curriculum at the elementary school mathematics. The current reform movement in our country are seemed to emphasize the importance of algorithms in favor of problem-solving approaches, the conceptualization of mathematical processes and applications of mathematics in real world situations. Recently, children may come to school with a fairly well-developed attitude about mathematics and mathematical ideas. That is, they do not come to school and to learning mathematics with a clean slate. Because they have already formed some partial mathematical concepts in a wide variety of contexts. Many kindergarten children have attended pre-school programs where they played with blocks, made patterns, and started adding and subtracting. It seems that there are psychological change attitudes of the children in upper grades toward learning mathematics. In our elementary school mathematics, almost every student are still math anxious or have developed math anxiety because of paper-pencil test. In these views, this paper is devoted to introduce and apply to second grade students in ND-elementary school in Taegu City the new method for learning addition and subtraction so called ‘Mrs Weill's Hill’, which is believed as a suitable method for children with mathematical teaming disabilities and Math anxiety.

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An Analysis about Narrative of Weights and Measures in Korean Elementary Mathematics Textbooks (한국 초등수학 교과서의 도량형 서술 내용에 대한 분석)

  • Lee, Jong-hak;Jeon, Youngju
    • Journal of the Korean School Mathematics Society
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    • v.22 no.3
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    • pp.183-197
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    • 2019
  • The purpose of this study is to support elementary teachers to use the teaching of weights and measures. To help the author of the next elementary mathematics textbook to be used as a reference for the quantitative narrative process. For this purpose, I focused on the contents of textbooks in terms of definition, a unit of measure, and calculation. As a result, first, as for the definition of weights and measures, it is taken as an example rather than as an explicit statement. Second, several problems were found in the metrology content and metric unit introduction order. Third, the computation between measurement units stood in simple computation rather than procedural knowledge. Fourth, it was concluded that the reason and groundbreaking of the grade-specific differences and the amount of a student's education are necessary.

Research on Analysis of Factors Affecting Mathematics Academic Achievements: a Case Study of an Elementary School in Busan (수학 학업성취도의 영향 요인 분석 연구 - 부산광역시 동구의 초등학교 사례를 중심으로 -)

  • Park, Dong-Joon;Choi, Soo-Yeong
    • Communications of Mathematical Education
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    • v.23 no.2
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    • pp.383-398
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    • 2009
  • We conduct a survey on mathematics academic achievement to 4th, 5th, and 6th grade elementary school students at Dong-Gu in Busan in order to provide teachers in elementary schools with basic research data. The survey questionnaire includes home background, private education, the difficulty degree of mathematics textbook, practical usage of computers, group-teaching, teaching methods, preview, review, homework amount, learning attitude, problem solving ability, interest for mathematics, and the relationships of a home room teacher and friends. Based on survey data we perform factor analysis to find major factors affecting mathematics academic achievement. We identify if there are statistically significant differences in responses of survey for gender group and grade group with regard to survey questions belonging to the major factors obtained in factor analysis.

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A Study on Analyzing and Assessing the Divergent Products of the Mathematically Gifted 5th Grade Students in Elementary Schools (초등학교 5학년 수학 영재 학생의 확산적 산출물의 분석 및 평가에 관한 연구)

  • Lim, Mun-Kyu
    • Journal of Elementary Mathematics Education in Korea
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    • v.10 no.2
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    • pp.171-194
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    • 2006
  • As it is not long since the gifted education was implemented in elementary school, it is necessary to accumulate the practical studies on the mathematically gifted education. This paper focused on enhancing creativity by providing the various and divergent thinking activities for mathematically gifted students. For this purpose, I prepared two mathematics problems, and , and let the mathematically gifted 5th grade students solve them. After that, I investigated to analyse their reactions in detail and tried to find the methods for assessing their divergent products. Finally, I found that they could pose various and meaningful calculating equations and also identify the various relations between two numbers. I expect that accumulating these kinds of practical studies will contribute to the developments of gifted education, in particular, instructions, assessments, and curriculum developments for the mathematically gifted students in elementary schools.

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An Influence of Exchange Writings on the Mathematical Communication Skill and Mathematical Disposition in the Elementary Mathematics (초등수학에서 상호글쓰기를 통한 학습이 수학적 의사소통 능력 및 수학적 성향에 미치는 영향)

  • Bae, Sook-Hee;Park, Man-Goo
    • Journal of Elementary Mathematics Education in Korea
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    • v.12 no.2
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    • pp.165-183
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    • 2008
  • This study is to help to understand the influence of exchange writing activity in the elementary mathematics on students' mathematical communication skill. Various technical activities had been implemented during the classes and the ideas from those activities had been interpreted into writings in the final stage of the classes. Those writings, then, were distributed to other students or teachers in order to devise a teaching model for exchange writing, which is to be applied to the 3rd grade classes and to identify the influence on the in mathematical communication skill. From this study, we could get such conclusions as follows: First, there was considerable difference between experimental group practicing exchange writing and control group engaging in normal learning activities in the progress of their mathematical communication skill (group discussion), writing skill and expressivity when examining their average communication skill using t-method. Similar trend had been witnessed when self-evaluating their mathematical communication skill. Second, when it comes to the mathematical tendency, experimental group showed a higher tendency in positiveness compared to the control group. Therefore, we might conclude that the exchange writing has a positive influence on the students' mathematical tendency, especially on their curiosity or interest in teaming, willingness to study and their comprehension of its importance.

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