• Title/Summary/Keyword: 반복학습

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Style-Generative Adversarial Networks for Data Augmentation of Human Images at Homecare Environments (조호환경 내 사람 이미지 데이터 증강을 위한 Style-Generative Adversarial Networks 기법)

  • Park, Changjoon;Kim, Beomjun;Kim, Inki;Gwak, Jeonghwan
    • Annual Conference of KIPS
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    • 2022.11a
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    • pp.565-567
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    • 2022
  • 질병을 앓고 있는 환자는 상태에 따라 병실, 주거지, 요양원 등 조호환경 내 생활 시 의료 인력의 지속적인 추적 및 관찰을 통해 신체에 이상이 생긴 경우 이를 감지하고, 신속하게 조치할 수 있도록 해야 한다. 의료 인력이 직접 환자를 확인하는 방법은 의료 인력의 반복적인 노동이 요구되며 실시간으로 환자를 확인해야 한다는 특성상 의료 인력이 상주해야 하기에 이는 곧, 의료 인력의 부족과 낭비로 이어진다. 해당 문제 해결을 위해 의료 인력을 대신하여 조호환경 내 환자의 상태를 실시간으로 모니터링할 수 있는 딥러닝 모델들이 연구되고 있다. 딥러닝 모델은 데이터의 수가 많을수록 강인한 모델을 설계할 수 있으며, 데이터셋의 배경, 객체의 특징 분포 등 다양한 조건에 영향을 받기 때문에 학습에 필요한 도메인을 가지는 많은 양의 전처리된 데이터를 수집해야 한다. 따라서, 조호환경 내 환자에 대한 데이터셋이 필요하지만, 공개된 데이터셋의 경우 양이 매우 적으며 이를 반전, 회전기법 등을이용할 경우 데이터의 수를 늘릴 수 있지만, 같은 분포의 특징을 가지는 데이터가 생성되기에 데이터 증강 기법을 단순하게 적용하면 딥러닝 모델의 과적합을 야기한다. 또한, 조호환경 내 이미지 데이터셋은 얼굴 노출과 같은 개인정보가 포함 될 수 있으며 이를 보호하기 위해 정보들을 비식별화 해야 한다는 문제점이 있다. 따라서 본 논문에서는 조호환경에서 수집된 데이터 증강을 위한 Style-Generative Adversarial Networks 기법을 적용하여 조호환경 데이터셋 수집에 효과적인 증강 기법을 제안한다.

Legal-systematic alternative to domestic Violence: Therapeutic Jurisprudence (가정폭력에 대한 법제도적 대안: 치료적 사법이념의 관점)

  • Kwang-Bai Park;Hyung-KI Ji
    • Korean Journal of Culture and Social Issue
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    • v.10 no.spc
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    • pp.69-86
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    • 2004
  • A review of literature revealed that damaged self-confidence of men as social agents may be the primary, if not proximal, cause of domestic violence. Accumulated damages in social confidence and self-assurance may be moderated by action repertoire acquired during childhood, and mediated by adulthood circumstances such as marital discords and the lack of social support to result in the typical cycle of violence and subsequent feeling of remorse. The present treatments for the domestically violent men in Korea seem to be ineffective to reduce the number of incidents in the society because the treatments are viewed as punishments by the men, damage their social confidence further by stigmatizing them in the community, and destroy their social resources and support systems. It was suggested in this paper to reduce the role of law enforcement and correctional administration to rehabilitate the currently violent men. At the same time, it was also suggested for the Korean court to implement the paradigm of Therapeutic Jurisprudence in handling domestic violence cases. It was argued that the court should take active roles as a healing and rehabilitating agent by cooperating with non-government community establishments such as hospitals, universities and self-help organizations. The reasons and implications of those suggestions were discussed in detail.

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Repeated K-means Clustering Algorithm For Radar Sorting (레이더 군집화를 위한 반복 K-means 클러스터링 알고리즘)

  • Dong Hyun ParK;Dong-ho Seo;Jee-hyeon Baek;Won-jin Lee;Dong Eui Chang
    • Journal of the Korea Institute of Military Science and Technology
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    • v.26 no.5
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    • pp.384-391
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    • 2023
  • In modern electronic warfare, a number of radar emitters are in operation, causing radar receivers to receive high-density signal pulses that occur simultaneously. To analyze the radar signals more accurately and identify enemies, the sorting process of high-density radar signals is very important before analysis. Recently, machine learning algorithms, specifically K-means clustering, are the subject of research aimed at improving the accuracy of radar signal sorting. One of the challenges faced by these studies is that the clustering results can vary depending on how the initial points are selected and how many clusters number are set. This paper introduces a repeated K-means clustering algorithm that aims to accurately cluster all data by identifying and addressing false clusters in the radar sorting problem. To verify the performance of the proposed algorithm, experiments are conducted by applying it to simulated signals that are generated by a signal generator.

Change and Characteristics of Interactions in a Heterogeneous Group in Scientific Inquiry Experiments (이질 모둠이 수행한 과학탐구실험 과정에서 상호작용의 변화와 특성)

  • Seong, Suk-Kyoung;Choi, Byung-Soon
    • Journal of The Korean Association For Science Education
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    • v.27 no.9
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    • pp.870-880
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    • 2007
  • The purpose of this study was to understand the change and characteristics of interactions in a heterogeneous group in scientific inquiry experiments. For this purpose, the process of students' interactions in small group activities were analyzed. This study focused on two, small heterogeneous groups of eighth graders. Students were involved in 13 scientific inquiry experiments for one year and students' interactions in each experiments were observed and recorded using video/audio and the data recorded were transcribed. The analysis of data was based on the method of making a note by looking and listening to the data repeatedly. Students' interactions in heterogeneous group changed toward that 3A (early formal operation student solved the problems by oneself and other students only listened to 3A student's explanation or copied the answer. The least able student was alienated from peers' interactions. In the meantime, new interactions of two middle level students were shaped. Educational implications of the progression of activities emphasizing interactions and the organization of grouping were drawn.

The Experiences of High School Students about Astronomical Observation Activities Seen through the Movement of Deleuzian "Becoming" (들뢰즈의 '되기' 운동으로 바라본 고등학생들의 천체 관측 활동 경험)

  • Seok-Young Hong;Youngsun Kwak
    • Journal of the Korean earth science society
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    • v.45 no.2
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    • pp.147-156
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    • 2024
  • Science practice is a process of establishing new relationships with 'foreign things' such as learning objects or tools for observation and measurement. Since the practice of science in major subjects has been increasingly emphasized, we sought to understand the meaning co-created by students and numerous materials who have experienced astronomical observation as a Deleuzian experience of "becoming". We collected activity logs and photographic data written by 17 students participating in astronomical observation activities at "A" High School, and conducted in-depth interviews with the students. We assessed the collected data by reconstructing a situation analysis. The main research results include the students' existential-epistemological 'becoming' process: 1) discovering newness through repetition, 2) becoming an 'explanation machine' to convey the affect of astronomical observation activities, 3) breaking out of a stabilized territory, and crossing a threshold. Based on the results, we suggested the need for follow-up research on the practices and new experimental approaches of teachers in earth science education.

A scoping review on education on donning and doffing personal protective equipment to prevent healthcare-associated infections in Korea (국내 의료관련감염 예방을 위한 개인보호구 착·탈의 교육에 대한 주제범위 문헌고찰)

  • Sung Ae Choi;Gi-Ran Lee
    • Journal of Industrial Convergence
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    • v.22 no.9
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    • pp.121-131
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    • 2024
  • The purpose of this study is to supply evidences through scoping review of educational intervention studies for donning and doffing PPE to prevent healthcare-associated infection provided to nurses and student nurses in Korea. Through the search engines RISS, KISS, and DBpia, 12 articles were chosen by searching through theses and journals which were published before May 1, 2024. According to the study result, relevant studies were 12, and the education programs provided to donning and doffing PPE to prevent healthcare-associated infection were classified into 1) simulation based education, 2) video and practice based education, and 3) non-contact education. Knowledge, performance confidence, self-efficacy, performance, attitude, and awareness were confirmed as effects of the intervention. Based on the results of this study, there is necessity to develop more diverse teaching and learning methods and evaluation methods for donning and doffing PPE that can prevent healthcare-associated infection in infectious disease and emerging infectious disease situations, and repeatedly conduct research on educational intervention for donning and doffing PPE.

Understanding Problem-Solving Type Inquiry Learning and it's Effect on the Improvement of Ability to Design Experiments: A Case Study on Science-Gifted Students (문제해결형 탐구학습에 대한 인식과 학습이 실험 설계 능력에 미친 효과 : 과학 영재학생들에 대한 사례 연구)

  • Ju, Mi-Na;Kim, Hyun-Joo
    • Journal of The Korean Association For Science Education
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    • v.33 no.2
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    • pp.425-443
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    • 2013
  • We developed problem-solving type inquiry learning programs reflecting scientists' research process and analyzed the activities of science-gifted high school students, and the understanding and the effects of the programs after implementation in class. For this study, twelve science-gifted students in the 10th grade participated in the program, which consisted of three different modules - making a cycloidal pendulum, surface growth, and synchronization using metronomes. Diet Cola Test (DCT) was used to find out the effect on the improvement of the ability to design experiments by comparing pre/post scores, with a survey and an interview being conducted after the class. Each module consisted of a series of processes such as questioning the phenomenon scientifically, designing experiments to find solutions, and doing activities to solve the problems. These enable students to experience problem-solving type research process through the program class. According to this analysis, most students were likely to understand the characteristics of problem-solving type inquiry learning programs reflecting the scientists' research process. According to the students, there are some differences between this program class and existing school class. The differences are: 'explaining phenomenon scientifically,' 'designing experiments for themselves,' and 'repeating the experiments several times.' During the class students have to think continuously, design several experiments, and carry them out to solve the problems they found at first. Then finally, they were able to solve the problems. While repeating this kind of activities they have been able to experience the scientists' research process. Also, they showed a positive attitude toward the scientists' research by understanding problem-solving type research process. These problem-solving type inquiry learning programs seem to have positive effects on students in designing experiments and offering the opportunity for critical argumentation on the causes of the phenomena. The results of comparing pre/post scores for DCT revealed that almost every student has improved his/her ability to design experiments. Students who were accustomed to following teacher's instructions have had difficulty in designing the experiments for themselves at the beginning of the class, but gradually, they become used to doing it through the class and finally were able to do it systematically.

The Effect of Samul-tanggahyangbuja on Depression and Learning on Repeated Stress in Ovariectomized Rats (사물탕가향부자(四物湯加香附子)가 난소적출 흰쥐의 우울 및 학습에 미치는 영향)

  • Lee, Soon-Yee;Kim, Song-Baek;Seo, Yun-Jung;Choi, Chang-Min;Cho, Han-Baek
    • The Journal of Korean Obstetrics and Gynecology
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    • v.26 no.3
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    • pp.1-17
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    • 2013
  • Objectives: In this research, the effect of samul-tanggahyangbuja on depression and learning in ovariectomized rats subjected to repetitive stress were assessed. Samul-tanggahyangbuja is the prescription consisting of Samul-tang and Cyperi Rhizoma. Methods: Ovariectomized rats were repeatedly stressed over a 2-week period. After being orally medicated with samul-tanggahyangbuja (100 or 400 mg/kg), rats performed the Morris water maze test and forced swimming test, and social exploration was assessed in a behavior test. As well, sucrose intake was measured and measurements of blood serum corticosterone and the change of interleukin-$1{\beta}$ (IL-$1{\beta}$) and tumor necrosis factor-${\alpha}$ (TNF-${\alpha}$) in blood samples were made. Results: 1. In the Morris water maze test, rats medicated with 100 mg samul-tanggahyangbuja mastered the maze in a shorter time on the 4th day in comparison with the control group, while rats medicated with 400 mg samul-tanggahyangbuja mastered the maze more quickly (p<0.05 on the 3rd day ; p<0.01 on the 4th day, as compared to control). 2. Immobility time in the forced swimming test was significantly decreased in rats receiving 400 mg samul-tanggahyangbuja compared with the control group (p<0.05). 3. Sucrose intake and active social behavior of rats receiving 400 mg samul-tanggahyangbuja were markedly increased in comparison with the control group (p<0.01). 4. Blood serum corticosterone measurements revealed decreased blood serum corticosterone level after medicating with samul-tanggahyangbuja. But it was not statistically significant. 5. Treatment with either dose of samul-tanggahyangbuja significantly reduced IL-$1{\beta}$ and TNF-${\alpha}$ (p<0.05). Conclusions: These results suggest that samul-tanggahyangbuja possesses the anti-depressant and cognitive-enhancing activities related to menopause.

The Statistical Approach-based Intelligent Education Support System (통계적 접근법을 기초로 하는 지능형 교육 지원 시스템)

  • Chung, Jun-Hee
    • Journal of Intelligence and Information Systems
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    • v.18 no.1
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    • pp.109-123
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    • 2012
  • Many kinds of the education systems are provided to students. Many kinds of the contents like School subjects, license, job training education and so on are provided through many kinds of the media like text, image, video and so on. Students will apply the knowledge they learnt and will use it when they learn other things. In the existing education system, there have been many situations that the education system isn't really helpful to the students because too hard contents are transferred to them or because too easy contents are transferred to them and they learn the contents they already know again. To solve this phenomenon, a method that transfers the most proper lecture contents to the students is suggested in the thesis. Because the difficulty is relative, the contents A can be easier than the contents B to a group of the students and the contents B can be easier than the contents A to another group of the students. Therefore, it is not easy to measure the difficulty of the lecture contents. A method considering this phenomenon to transfer the proper lecture contents is suggested in the thesis. The whole lecture contents are divided into many lecture modules. The students solve the pattern recognition questions, a kind of the prior test questions, before studying the lecture contents and the system selects and provides the most proper lecture module among many lecture modules to the students according to the score about the questions. When the system selects the lecture module and transfer it to the student, the students' answer and the difficulty of the lecture modules are considered. In the existing education system, 1 kind of the content is transferred to various students. If the same lecture contents is transferred to various students, the contents will not be transferred efficiently. The system selects the proper contents using the students' pattern recognition answers. The pattern recognition question is a kind of the prior test question that is developed on the basis of the lecture module and used to recognize whether the student knows the contents of the lecture module. Because the difficulty of the lecture module reflects the all scores of the students' answers, whenever a student submits the answer, the difficulty is changed. The suggested system measures the relative knowledge of the students using the answers and designates the difficulty. The improvement of the suggested method is only applied when the order of the lecture contents has nothing to do with the progress of the lecture. If the contents of the unit 1 should be studied before studying the contents of the unit 2, the suggested method is not applied. The suggested method is introduced on the basis of the subject "English grammar", subjects that the order is not important, in the thesis. If the suggested method is applied properly to the education environment, the students who don't know enough basic knowledge will learn the basic contents well and prepare the basis to learn the harder lecture contents. The students who already know the lecture contents will not study those again and save more time to learn more various lecture contents. Many improvement effects like these and so on will be provided to the education environment. If the suggested method that is introduced on the basis of the subject "English grammar" is applied to the various education systems like primary education, secondary education, job education and so on, more improvement effects will be provided. The direction to realize these things is suggested in the thesis. The suggested method is realized with the MySQL database and Java, JSP program. It will be very good if the suggested method is researched developmentally and become helpful to the development of the Korea education.

A Study on Satisfaction with Online Classes of Radiology Students due to COVID-19 (코로나-19로 인한 방사선(학)과 재학생들의 온라인 수업에 대한 만족도 연구)

  • Kang, Yeon-Hee;Park, Cheol-Woo
    • Journal of the Korean Society of Radiology
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    • v.16 no.1
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    • pp.35-43
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    • 2022
  • In this study, a survey was conducted and analyzed to find out the satisfaction of online classes among students enrolled in the radiology department of a university located in Busan city. As a result, in terms of satisfaction with online classes, male scores were higher, but there was no statistically significant difference. In the interdisciplinary system, the satisfaction score of the students enrolled in Bachelor's degree was high, and there was a statistically significant difference except for the satisfaction of learning participation (p<0.001, p<0.05). For class satisfaction by grade level, Senior had higher scores, and there were statistically significant differences except for learning participation satisfaction (p<0.001, p<0.01, p<0.05). In the satisfaction survey according to the number of lectures, the scores of the students who took 4-7 lectures were found to be high except for the satisfaction of learning participation, and there was a statistically significant difference (p<0.01, p<0.05). In the method of communication with the instructor, students who used e-mail showed high scores, and there was a statistically significant difference in lecture satisfaction (p<0.05). In the correlation analysis between sub-variables for online classes, statistically significant correlations were established in all areas. Most of the students preferred class methods such as recorded classes and classes using external content such as YouTube, and when asked about the merits of online classes, many students answered that the advantages of online classes were repetitive classes and no restrictions on time and place. When asked about the shortcomings of online classes, many students answered that it was a lack of concentration and lack of communication with the instructor. This study was conducted to provide basic data to improve the satisfaction of online classes that will increase in the future. Therefore, based on the results of this study, it is expected that more quality online classes will be produced so that students' satisfaction with online classes can be improved.