• 제목/요약/키워드: and Content analysis

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Restructure Recommendation Framework for Online Learning Content using Student Feedback Analysis (온라인 학습을 위한 학생 피드백 분석 기반 콘텐츠 재구성 추천 프레임워크)

  • Choi, Ja-Ryoung;Kim, Suin;Lim, Soon-Bum
    • Journal of Korea Multimedia Society
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    • 제21권11호
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    • pp.1353-1361
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    • 2018
  • With the availability of real-time educational data collection and analysis techniques, the education paradigm is shifting from educator-centric to data-driven lectures. However, most offline and online education frameworks collect students' feedback from question-answering data that can summarize their understanding but requires instructor's attention when students need additional help during lectures. This paper proposes a content restructure recommendation framework based on collected student feedback. We list the types of student feedback and implement a web-based framework that collects both implicit and explicit feedback for content restructuring. With a case study of four-week lectures with 50 students, we analyze the pattern of student feedback and quantitatively validate the effect of the proposed content restructuring measured by the level of student engagement.

Trends and Prospects in the Application of AI Technology for Creative Contents (차세대 콘텐츠를 위한 AI 기술 활용 동향 및 전망)

  • Hong, S.J.;Lee, S.W.;Yoon, M.S.;Park, J.Y.;Lee, S.W.;Kim, A.Y.;Jeong, I.K.
    • Electronics and Telecommunications Trends
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    • 제35권5호
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    • pp.123-133
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    • 2020
  • With the development of artificial intelligence (AI) and 5G technology, an ecosystem of digital content is gradually becoming intelligent, immersive, and convergent. However, there is not enough ultra-realistic content for the ecosystem. For ultra-realistic content services, creative content technologies using AI are being developed. This paper introduces the trends in and prospects of creative content technologies such as 3D content creation, digital holography, image-based motion recognition, content analysis/understanding/searching, sport AI, and content distribution.

Effect of polymer addition on air void content of fine grained concretes used in TRCC

  • Daskiran, Esma Gizem;Daskiran, Mehmet Mustafa;Gencoglu, Mustafa
    • Computers and Concrete
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    • 제20권2호
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    • pp.165-176
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    • 2017
  • Textile Reinforced Cementitious Composite (TRCC) became the most common construction material lately and have excellent properties. TRCC can be employed in the manufacture of thin-walled facade elements, load-bearing integrated formwork, tunnel linings or in the strengthening of existing structures. These composite materials are a combination of matrix and textile materials. There isn't much research done about the usage of polymer modified matrices in textile reinforced cementitious composites. In this study, matrix materials named as fine grained concretes ($d_{max}{\leq}1.0mm$) were investigated. Air entraining effect of polymer modifiers were analyzed and air void content of fine grained concretes were identified with different methods. Aim of this research is to study the effect of polymer modification on the air content of fine grained concretes and the role of defoamer in controlling it. Polymer modifiers caused excessive air entrainment in all mixtures and defoamer material successfully lowered down the air content in all mixtures. Latex polymer modified mixtures had higher air content than redispersible powder modified ones. Air void analysis test was performed on selected mixtures. Air void parameters were compared with the values taken from air content meter. Close results were obtained with tests and air void analysis test found to be useful and applicable to fine grained concretes. Air void content in polymer modified matrix material used in TRCC found significant because of affecting mechanical and permeability parameters directly.

Analysis of Nail-related YouTube Content -Focusing on Most-Viewed Videos - (네일 유튜브 콘텐츠 분석 - 조회 수 상위권(1~10위) 영상물을 중심으로 -)

  • Soo Zy Kim;Eun Sil Kim
    • Fashion & Textile Research Journal
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    • 제26권3호
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    • pp.279-288
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    • 2024
  • Fingernail-related content on YouTube is gaining popularity. This study aimed to present a new direction for nail content marketing and video production by identifying the current status of nail-related content on YouTube and factors affecting views. As for the research method, the study used the YouTube website, and the elements under analysis were classified into YouTuber characteristics (verbal characteristics, age group, gender, professional status, and celebrity status) and content characteristics (nail field, editing elements, and content). The results showed that standard language and terminology were generally used, and the proportion of YouTubers in their 30s was high. All nail-related content creators on YouTube were women, and they were found to be experts who worked as nail artists and nail content creators. As for the content characteristics, the proportion of art videos was high, and the video length was found mostly to be between 10 and 20 minutes. The editing elements included images, videos, and subtitles, and sound effects and background music were used frequently. Finally, it was found that the proportion of videos providing nail tips and know-how, product information, and procedures was high. This study identified factors that influence the number of views for nail videos. As a result, the study was able to present video production ideas for newcomers starting a nail-content YouTube channel, and this will be helpful in the development of nail content.

The Analysis of Cordycepin and Alcohol Content in accordance with The Various Manufacturing Process of The Liqueur Containing The Cordyceps Extract (동충하초 추출물을 함유한 리큐르의 제조공정에 따른 Cordycepin 및 Alcohol 함량 분석)

  • Choi, Seon-Hyo;Kwon, Sang-Chul
    • Journal of the Korea Academia-Industrial cooperation Society
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    • 제16권12호
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    • pp.8292-8296
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    • 2015
  • We manufactured a liqueur containing Cordyceps extract. 21 kinds of the liqueur were manufactured and analyzed the cordycepin content, cordycepin stability and alcohol content. Cordycepin content was detected up to $58{\mu}g/mL$ in DL-3(adding Cordyceps militaris and leached for 3 months). Results of Alcohol content analysis, Methanol was not detected in all samples. Ethanol contents showed at 31.4% from the Leaching process for 3 months after distillation, and at 17.2% from the rice wine adding Cordyceps militaris 8 g. In the results of the Cordycepin content stability analysis, the Cordycepin content decreased during storage period little by little, so our considered opinion is that the cordycepin content should be increased slightly when producing as products.

A Machine Learning-based Popularity Prediction Model for YouTube Mukbang Content (머신러닝 기반의 유튜브 먹방 콘텐츠 인기 예측 모델)

  • Beomgeun Seo;Hanjun Lee
    • Journal of Internet Computing and Services
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    • 제24권6호
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    • pp.49-55
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    • 2023
  • In this study, models for predicting the popularity of mukbang content on YouTube were proposed, and factors influencing the popularity of mukbang content were identified through post-analysis. To accomplish this, information on 22,223 pieces of content was collected from top mukbang channels in terms of subscribers using APIs and Pretty Scale. Machine learning algorithms such as Random Forest, XGBoost, and LGBM were used to build models for predicting views and likes. The results of SHAP analysis showed that subscriber count had the most significant impact on view prediction models, while the attractiveness of a creator emerged as the most important variable in the likes prediction model. This confirmed that the precursor factors for content views and likes reactions differ. This study holds academic significance in analyzing a large amount of online content and conducting empirical analysis. It also has practical significance as it informs mukbang creators about viewer content consumption trends and provides guidance for producing high-quality, marketable content.

Drought Resistance Assessment of Ground Cover Plants for Low Management and Light Weight Green Roof System (저관리·경량형 옥상녹화를 위한 지피식물의 내건성 평가)

  • Zhao, Hong-Xia;Kang, Tai-Ho
    • Journal of the Korean Society of Environmental Restoration Technology
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    • 제16권1호
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    • pp.83-97
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    • 2013
  • This study was carried out to suggest an experimental base in selecting the drought resistance of plants. Adopting the natural drought method, this paper studies the drought resistance of 12 kinds of ground cover plants. focusing on analyzing the changes of relative water content on leaf, relative electric conductivity and chlorophyll content in 12 kinds of plants, and and the relation between soil water content under drought stress. The drought resistance of the plants were subject to laboratory and rooftop drought resistance treatments. The Logistic model of nonlinear regression analysis was used to evaluate the lethal time that were predicted with the range of 10.4~30.1d on roof top, and 19.5~39.0d on hothouse. The result shows that with the increase of stress time, relative water content and chlorophyll content on leaf were in a downward trend; the relative electric conductivity was upward tendency. Among 12 species of ground cover plants, exclude Pulsatilla koreana, Ainsliaea acerifolia were selected for rooftop plants because they showed resist drought strongly and took adaptive ability.

A Content Analysis on the Domestic Public Libraries' Use of Twitter (국내 공공도서관의 트위터 이용에 관한 내용분석)

  • Shim, Jiyoung
    • Journal of the Korean Society for information Management
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    • 제34권1호
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    • pp.241-262
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    • 2017
  • This study aims to identify and analyze the Twitter use of domestic public libraries. In order to identify the detailed patterns of Twitter use in library and information services, a content analysis was conducted for the 3,038 tweet data from the top 14 public libraries' accounts on Twitter use. Inductive approach was adopted to develop a coding scheme and open coding was conducted with the entire tweet. Additionally, correspondence analysis was conducted for the result of content analysis to identify how library accounts correspond to specific types. As a result, 3 main categories and 9 sub-categories of public libraries' Twitter use were developed. And the 37 detailed patterns of public libraries' use of Twitter were identified. The identified patterns can provide the libraries interested in Twitter use with guidelines.

A Comparative Content Analysis on the Journal of International Marketing: A Study of Ten Years (2004-2013)

  • Shin, Dong-Jin
    • Journal of Distribution Science
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    • 제12권5호
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    • pp.81-92
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    • 2014
  • Purpose - This paper aims to investigate topics and trends in international marketing and cross-cultural management by conducting a content analysis of the Journal of International Marketing. Research Design, Data, and Methodology - In this study, one of the leading journals in the field of international marketing, the Journal of International Marketing, was chosen for research. A total of 199 articles were identified from a time span of ten years (2004-2013). SPSS software was used for codification and analysis of the data. Results - This study revealed some of the factors on which cross-cultural management had a strong correlation with international marketing. Of the 199 articles in the Journal of International Marketing, 64 articles related to cross-cultural management. Conclusions - A content analysis of the Journal of International Marketing comparing general articles with articles related to cross-cultural management is unprecedented. This study offers insight into the impact of cross culture on the discipline of international marketing. The findings of this research could be employed as a reference for gaining insight into the trends and influence of cross-cultural management in international marketing.

A Study on the Recent Sediments of Han River -Grain Size, Heavy Minerals and Trace Elements- (한강유역(漢江流域)의 현생퇴적물(現生堆積物)에 관한 연구(硏究) -입도(粒度), 중광물(重鑛物) 및 유용원소(有用元素)를 중심(中心)으로-)

  • So, Chil Sup;Lee, Ki Hyung
    • Economic and Environmental Geology
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    • 제7권3호
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    • pp.87-100
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    • 1974
  • This paper deals with grain size analysis, heavy mineral analysis and trace element analysis of the recent sediments of Han River basin between Cheongpyong, Gyeonggi province and Seoul. For each location the samples are taken at river shoreline, river berm and river dune. The size analysis discloses that the mean values range from $-1.37{\phi}$ to $-1.60{\phi}$, sorting values range from 0.25 to 1.84, skewness values range from -0.44 to 0.51 and kurtosis values range from -0.1 to 1.75. Based on the textural parameters, the dune sand can be distinguished from the shoreline-berm sand. The content of heavy minerals of each sample ranges from 0.04 to 4.7%. The principal heavy minerals are ilmenite, magnetite, leucoxene, garnet, amphibole, pyroxene, kyanite, zircon, monazite, tourmaline, epidote, limonite, and minor minerals are apatite, sillimanite, andalusite and olivine. In general, dune sand samples contain more heavy minerals than the samples of shoreline or berm sand. This suggests that the heavy mineral concentration is affected by wind action more than by any other causes. The content of ilmenite and leucoxene decreases, whereas the content of zircon and epidote increases as it approaches the downstream region. The differences result from the variance of geological occurrences. The emission spectrochemical analysis and colorimetry analysis revealed that the content of Ni and V in the heavy minerals of the study area are higher than those of other stream sediments in Korea. On the other hand the content of Cu, Ph, Zn, Mo, W, P, Mn, Cr, Ag and Sn are lower in the study area. It has been observed also that the contents of all the elements except for Bi are higher in this area than the samples of marine sediments of Yellow Sea.

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