• Title/Summary/Keyword: Course classification

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Analyzing Students' Non-face-to-face Course Evaluation by Topic Modeling and Developing Deep Learning-based Classification Model (토픽 모델링 기반 비대면 강의평 분석 및 딥러닝 분류 모델 개발)

  • Han, Ji Yeong;Heo, Go Eun
    • Journal of the Korean Society for Library and Information Science
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    • v.55 no.4
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    • pp.267-291
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    • 2021
  • Due to the global pandemic caused by COVID-19 in 2020, there have been major changes in the education sites. Universities have fully introduced remote learning, which was considered as an auxiliary education, and non-face-to-face classes have become commonplace, and professors and students are making great efforts to adapt to the new educational environment. In order to improve the quality of non-face-to-face lectures amid these changes, it is necessary to study the factors affecting lecture satisfaction. Therefore, This paper presents a new methodology using big data to identify the factors affecting university lecture satisfaction changed before and after COVID-19. We use Topic Modeling method to analyze lecture reviews before and after COVID-19, and identify factors affecting lecture satisfaction. Through this, we suggest the direction for university education to move forward. In addition, we can identify the factors of satisfaction and dissatisfaction of lectures from multiangle by establishing a topic classification model with an F1-score of 0.84 based on KoBERT, a deep learning language model, and further contribute to continuous qualitative improvement of lecture satisfaction.

A Study on the Processing Method for Improving Accuracy of Deep Learning Image Segmentation (딥러닝 영상 분할의 정확도 향상을 위한 처리방법 연구)

  • Choi, Donggyu;Kim, Minyoung;Jang, Jongwook
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.05a
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    • pp.169-171
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    • 2021
  • Image processing through cameras such as self-driving, CCTV, mobile phone security, and parking facilities is being used to solve many real-life problems. Simple classification is solved through image processing, but it is difficult to find images or in-image features of complexly mixed objects. To solve this feature point, we utilize deep learning techniques in classification, detection, and segmentation of image data so that we can think and judge closely. Of course, the results are better than just image processing, but we confirm that the results judged by the method of image segmentation using deep learning have deviations from the real object. In this paper, we study how to perform accuracy improvement through simple image processing just before outputting the output of deep learning image segmentation to increase the precision of image segmentation.

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한강하류지형면의 분류와 지형발달에 대한 연구 (양수리에서 능곡까지)

  • Park, No-Sik
    • Journal of the Speleological Society of Korea
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    • no.68
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    • pp.23-73
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    • 2005
  • Purpose of study; The purpose of this study is specifically classified as two parts. The one is to attempt the chronological annals of Quaternary topographic surface through the study over the formation process of alluvial surfaces in our country, setting forth the alluvial surfaces lower-parts of Han River area, as the basic deposit, and comparing it to the marginal landform surfaces. The other is to attempt the classification of micro morphology based on the and condition premising the land use as a link for the regional development in the lower-parts of Han river area. Reasons why selected the Lower-parts of Han river area as study objects: 1. The change of river course in this area is very serve both in vertical and horizontal sides. With a situation it is very easy to know about the old geography related to the formation process of topography. 2. The component materials of gravel, sand, silt and clay are deposited in this area. Making it the available data, it is possible to consider about not oかy the formation process of topography but alsoon the development history to some extent. 3. The earthen vessel, a fossil shell fish, bone, cnarcoal and sea-weed are included in the alluvial deposition in this area. These can be also valuable data related to the chronological annals. 4. The bottom set conglometate beds is also included in the alluvial deposits. This can be also valuable data related to the research of geomorphological development. 5. Around of this area the medium landform surface, lower landform surface, pediment and basin, are existed, and these enable the comparison between the erosion surfaces and the alluvial surfaces. Approach : 1. Referring to the change of river beds, I have calculated the vertical and horizontal differences comparing the topographic map published in 1916 with that published in 1966 and through the field work 2. In classifying the landform, I have applied the method of micro morphological classification in accordance with the synthetic index based upon the land conditions, and furthermore used the classification method comparing the topographic map published in 1916 and in that of 1966. 3. I have accorded this classification with the classification by mapping through appliying the method of classification in the development history for the field work making the component materials as the available data. 4. I have used the component materials, which were picked up form the outcrop of 10 places and bored at 5 places, as the available data. 5. I have referred to Hydrological survey data of the ministry of Construction (since 1916) on the overflow of Han-river, and used geologic map of Seoul metropolitan area. Survey Data, and general map published in 1916 by the Japanese Army Survbey Dept., and map published in 1966 by the Construction Research Laboratory and ROK Army Survey Dept., respectively. Conclusion: 1. Classification of Morphology: I have added the historical consideration for development, making the component materials and fossil as the data, to the typical consideration in accordance with the map of summit level, reliefe and slope distribution. In connection with the erosion surface, I have divided into three classification such as high, medium and low-,level landform surfaces which were classified as high and low level landform surfaces in past. furthermore I have divided the low level landform surface two parts, namely upper-parts(200-300m) and bellow-parts(${\pm}100m$). Accordingly, we can recognize the three-parts of erosion surface including the medium level landform surface (500-600m) in this area. (see table 22). In condition with the alluvial surfaces I have classified as two landform surfaces (old and new) which was regarded as one face in past. Meamwhile, under the premise of land use, the synthetic, micro morphological classification based upon the land condition is as per the draw No. 19-1. This is the quite new method of classification which was at first attempted in this country. 2. I have learned that the change of river was most severe at seeing the river meandering rate from Dangjung-ni to Nanjido. As you seee the table and the vertical and horizontal change of river beds is justly proportionable to the river meandering rate. 3. It can be learned at seeing the analysis of component materials of alluvial deposits that the component from each other by areas, however, in the deposits relationship upper stream, and between upper parts and below parts I couldn't always find out the regular ones. 4. Having earthern vessel, shell bone, fossil charcoal and and seaweeds includen in the component materials such as gravel, clay, sand and silt in Dukso and Songpa deposits area. I have become to attempt the compilation of chronicle as yon see in the table 22. 5. In according to hearing of basemen excavation, the bottom set conglomerate beds of Dukso beds of Dukso-beds is 7m and Songpa-beds is 10m. In according to information of dredger it is approx. 20m in the down stream. 6. Making these two beds as the standard beds, I have compared it to other beds. 7 The coarse sand beds which is covering the clay-beds of Dukso-beds and Nanjidobeds is shown the existence of so-called erosion period which formed the gap among the alluvial deposits of stratum. The former has been proved by the sorting, bedding and roundness which was supplied by the main stream and later by the branch stream, respectively. 8. If the clay-beds of Dukeo-bed and Songpa-bed is called as being transgressive overlap, by the Eustatic movement after glacial age, the bottom set conglomerate beds shall be called as being regressive overlap at the holocene. This has the closest relationship with the basin formation movement of Seoul besides the Eustatic movement. 9. The silt-beds which is the main component of deposits of flood plain, is regarded as being deposited at the Holocene in the comb ceramic and plain pottery ages. This has the closest relationship with the change of river course and river beds.

A Study on Fabric Effects on Contemporary Architectural Surfaces, Based on the Material Characteristics

  • Kim, Sung-Wook;Lee, So-Jung;Jeon, You-Chang
    • Architectural research
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    • v.18 no.1
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    • pp.31-38
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    • 2016
  • The surface design in architecture plays a role as an indicator that symbolizes cultures and styles, in accordance with the course of history and the standards of the time. The surface design that determines the facade of an architectural structure allows us to have a more clear understanding about the functions, programs and structures, as well as the periodical concept of the architects than any other components of the architecture. The purpose of this paper was to examine how architectural surface designs were realized, using commonly-used materials. This study provides meaningful implications, in that it suggests common features in terms of design methodologies (between architecture and non-architecture fields), and presented new possibilities for contemporary architectural surface designs through the classification of building system methods depending on fabric properties, and through the case study analysis of architectural surface designs; in addition, the results of this study could be utilized as basic data for future studies on the possibility of the expression of surface designs across a broader domain.

Perceptual Evaluation of Duration Models in Spoken Korean

  • Chung, Hyun-Song
    • Speech Sciences
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    • v.9 no.1
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    • pp.207-215
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    • 2002
  • Perceptual evaluation of duration models of spoken Korean was carried out based on the Classification and Regression Tree (CART) model for text-to-speech conversion. A reference set of durations was produced by a commercial text-to-speech synthesis system for comparison. The duration model which was built in the previous research (Chung & Huckvale, 2001) was applied to a Korean language speech synthesis diphone database, 'Hanmal (HN 1.0)'. The synthetic speech produced by the CART duration model was preferred in the subjective preference test by a small margin and the synthetic speech from the commercial system was superior in the clarity test. In the course of preparing the experiment, a labeled database of spoken Korean with 670 sentences was constructed. As a result of the experiment, a trained duration model for speech synthesis was obtained. The 'Hanmal' diphone database for Korean speech synthesis was also developed as a by-product of the perceptual evaluation.

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A Study on the Use of Amenity for Rural Viability (어메니티를 이용한 농촌활성화 방향)

  • Lim, Hyung-Baek
    • Journal of Agricultural Extension & Community Development
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    • v.9 no.2
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    • pp.233-245
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    • 2002
  • The demand for green tourism has increased in Korea. The increasing demand for green tourism caused is by reduction of working hours and longing for rural life. Moreover, many view amenity regarded as a good resource of green tourism. Amenity is however an abstract and complex idea. Even though many people were interested in amenity, the movement or practice of amenity in Korea was still as its in infancy stage. This paper was an exploratory study of amenity and paving the way for further studies on amenity in Korea. The objectives of this study were 1) to explore the philosophical background, origin and history, and classification of amenity, 2) and decide on future course of using amenity for rural viability.

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Congenital Bronchoesophageal Fistula in Adult -Report of Three Cases- (성인의 선천성 식도기관지루 3례 보고)

  • Lee, Yong-Hun;Choe, Pil-Jo;U, Jong-Su
    • Journal of Chest Surgery
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    • v.28 no.5
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    • pp.525-529
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    • 1995
  • We have experienced three cases of congenital bronchoesophageal fistula which is rare and usually has an insidious clinical course. The patients included a thirty year old man and thirty six, thirty eight year old women respectively. Bronchiectatsis was found in all three cases, and bronchoesophageal fistula was found in one case preoperatively by esophagography and esophagoscopy, and other two cases operative field. The fistula was found between right lower esophagus and right lower lobe in all cases and esophageal diverticulum in one case. So they belonged to type I[1 case , II[2 cases of Braimbridge and Keith`s classification of congenital bronchoesophageal fistula . The fistulectomy was performed in all cases and concomitant lobectomy [2 cases and bilobectomy [1 case were done. There were toxic hepatitis in two cases and prolonged air leakage in one case postoperatively. They were discharged on recovered state and have continued to do well.

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Dissecting Aortic Aneurysm - Case Report - (해리성 대동맥류 1례 보)

  • 이준영
    • Journal of Chest Surgery
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    • v.20 no.2
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    • pp.367-373
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    • 1987
  • Dissecting aneurysm has long been recognized as an ominous and highly lethal form of aortic disease. Aortic dissection are characterized by longitudinal separation of aortic media and extension proximally, distally or both from the site of intimal tear. DeBakey and associates defined three types based on where the process originates and how far extends. In type I, intimal tear is located in the ascending aorta and extend beyond the descending aorta. We experienced a case of dissecting aneurysm, Type I of DeBakey`s classification which dissection extend to the left iliac artery. The patient was 61 years old woman and suffered from excruciating pain on admission. Excision of aneurysm and ascending aorta reconstruction using to Dacron Vascular Prosthesis were performed under extracorporeal circulation. The post-operative course was uneventful and follow up is continued.

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Congenital Esophgo-bronchial Fistula without Esophageal Atresia in the Adult -A Case Report- (성인의 선천성 식도 기관지루 -수술치험 1례 보고-)

  • Kim, Byeong-Rin;O, Tae-Yun;Jang, Un-Ha
    • Journal of Chest Surgery
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    • v.28 no.4
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    • pp.431-436
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    • 1995
  • Congenital esophago-bronchial fistula without atresia is very rare and usually demonstrate more insidious clinical effects, and patients may reach adult life before the diagnosis. We had been experienced a typical case of esophago-bronchial fistula without atresia and document the case. A 42-year-old women was admitted to our hospital due to frequent choking symptom and attacks of pneumonia, and patient status was in chronic pulmonary infection status such as most probably bronchiectatic state of right middle & lower lobe including significant destructive changes. We had confirmed esophago-bronchial fistula without atresia with esophagoscopy, esophagogram, and chest CT, and performed esophago-bronchial fistulectomy and right middle & lower lobectomy. Its belongs to type II of Braimbridge`s classification for congenital esophago-bronchial fistula. Postoperation course was smooth and uneventful.

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Content Analysis of the Student Nurse's Critical-reflective Clinical Practice Experience (간호학생의 비판적, 반영적 임상실습 경험 내용분석 - 임상실습 지식 습득 과정 -)

  • Jo, Kae-Hwa
    • The Journal of Korean Academic Society of Nursing Education
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    • v.9 no.2
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    • pp.310-319
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    • 2003
  • The purpose of this study was to determine what effect reflection on clinical practice experience had students as learners and care providers. Qualitative research method was used to study a group of four-year undergraduate nursing course. Content analysis was done using the classification method of Carper's four patterns of knowing. Results of the study indicated that the use of the reflective process of clinical debriefing and journaling was impact on the aspect of nursing science, moral component of knowledge in nursing, personal knowing in nursing and the art of nursing. Especially, students moved from a passive to a more active mode of learning. The most significant finding was that over time, reflective processes resulted in the emergence of the client as the central focus of care. It was suggested that reflection was an important learning tool in professional education and that the skills required for reflection need to be developed in professional courses.

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