• Title/Summary/Keyword: Learning with Media

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Harvest Forecasting Improvement Using Federated Learning and Ensemble Model

  • Ohnmar Khin;Jin Gwang Koh;Sung Keun Lee
    • Smart Media Journal
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    • v.12 no.10
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    • pp.9-18
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    • 2023
  • Harvest forecasting is the great demand of multiple aspects like temperature, rain, environment, and their relations. The existing study investigates the climate conditions and aids the cultivators to know the harvest yields before planting in farms. The proposed study uses federated learning. In addition, the additional widespread techniques such as bagging classifier, extra tees classifier, linear discriminant analysis classifier, quadratic discriminant analysis classifier, stochastic gradient boosting classifier, blending models, random forest regressor, and AdaBoost are utilized together. These presented nine algorithms achieved exemplary satisfactory accuracies. The powerful contributions of proposed algorithms can create exact harvest forecasting. Ultimately, we intend to compare our study with the earlier research's results.

Design and Implementation of the Image Creation System based on User-Media Interaction (사용자와 미디어 사이의 상호작용 기능 제공 기반 영상 창작 시스템 설계 및 구현)

  • Song, Bok Deuk;Kim, Sang Yun;Kim, Chae Kyu
    • Journal of Korea Multimedia Society
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    • v.19 no.5
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    • pp.932-938
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    • 2016
  • Recently, interactive media which maximizes audience engagement by making the audience appeal on a stage in digital media environment has been distributed more widely. In fact, there has been active movement to develop and promote a new participatory media genre with higher immersion by applying this kind of interactive media concept to advertisement, film, game and e-learning. In the conventional interactive media, digital media had to be enjoyed in particular environment where diverse sensors were installed or through a certain device to recognize a user's motion and voice. This study attempted to design and implement an image creation system which ensures interactions between a user and media in popular distribution-enabled web environment and through PC and smart devices to minimize the image producer-user constraints.

A Study on the Awareness of Teacher-Parents of Media Education for Children (유아미디어 교육에 대한 교사-학부모의 인식 연구)

  • Kim, Yong-Suk;Kang, Young-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.8
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    • pp.3466-3471
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    • 2011
  • This study is to examine how media education is recognized and used in the field of early childhood education. For this, it analyzed awareness and problems of media education by kindergarten teachers and parents and set the following research questions to find out a new alternative of media education for children. First, what are differences in concerns and educational experiences on media education for children by teacher-parents? Second, what are differences in teaching-learning methods on media education for children recognized by teachers-parents? Third, the present study examined problems and effective improvement methods of media education for children with 250 teachers in the field of early childhood education and 250 parents and obtained the following conclusions. The teaching-learning method preferred most by teachers and parents was talking activity and as a result of asking the preferred type of group, it was found that teachers-parents answered small group activity was most ideal and what are to be improved in the media education for children included the extension of teachers' opportunities to have research training and non-establishment of the genral theory of media education in our whole society.

Media Education in Higher Learning Institutions in Korea: Changes and Realities Reflected in Curricula

  • Lee, Mina
    • Journal of Internet Computing and Services
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    • v.19 no.2
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    • pp.69-75
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    • 2018
  • Over the years, the types of media and media usage patterns have rapidly changed and communication channels in society have diversified. The courses in the universities on "media" have accordingly been altered to adapt to these changes. To investigate the ways in which the higher learning institutions in Korea have adapted to the changes in the media environment, this study analyzed the curriculum provided by the communication/media departments in the areas of Seoul and Gyeonggi-do. For the curricula analysis,names of the course soffered at the selected universitie swere analyzed; then keywords were extracted from morphological analysis of thes enames. Also, to investigate the changes over time, the courses offered in the years 2008 and 2017 were selected. The network analysis was done by using Netminer; the shape, main components, and major nodes of the network were compared. The results showed that firstly, overall shape of network from 2008 and 2017 looked similar. Due to the existence of concentrations within the major, the overall shape of the network showed several independent components, rather than one network. However, the analysis revealed differences in major nodes in the 2008 case from 2017. In the 2008 case, 'programming,' 'media,' 'introduction' among others were the major nodes; in 2017, 'editing' was the most important node. This signifies that in 2017, the curricula in the selected universities emphasized more practical and technical media education. In other words, the universities have adapted to the changing environments by including new topics, paying more attention to video media, and providing students with more direct field experiences.

Augmented Reality (AR)-Based Smartphone Application as Student Learning Media for Javanese Wedding Make Up in Central Java

  • Ihsani, A.N.N.;Sukardi, Sukardi;Soenarto, Soenarto;Krisnawati, M.;Agustin, E.W.;Pribadi, F.S.
    • Journal of information and communication convergence engineering
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    • v.19 no.4
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    • pp.248-256
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    • 2021
  • The purpose of this study was to introduce an application as a learning medium that can be used by students to prepare Solo bridal paes. This application can be used by make-up beginners who are learning about Solo bridal paes. This study used a quasi-experimental method with a randomized pretest-posttest control group. The paes application can be used as a medium in Solo bridal makeup learning, because it is highly effective in helping students prepare Solo bridal paes. This application is also considerably practical because it can be installed on smartphones. Experimental results revealed a difference between the control and experimental classes. Students in the experimental class could prepare paes neatly, and their shapes were proportional to the face of the model. The use of augmented reality as a medium to teach Solo bridal makeup, especially for making paes, is an innovation in the world of education. This application can help students make paes.

A Study on the Perception and Application of Distance Learning Method to Cooking Practice Subject - College Students with Cuisine-Related Majors in Seoul and Gyeonggi Areas - (조리실기과목에 대한 원격교육방법 활용현황과 인식 조사 - 서울.경기지역 외식조리관련전공 2년제 대학생을 대상으로 -)

  • Kang, Jae-Hee
    • Journal of the Korean Society of Food Culture
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    • v.25 no.6
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    • pp.661-670
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    • 2010
  • Although many studies have suggested that introducing the distance learning method, including Web-based learning, to a practice class is effective, studies applying the distance learning method to subjects who are practicing cooking are rare. The purpose of this study was to determine the perception of the distance learning method, the degree of computer use, and the use of distance learning by college students with cuisine-related majors to practice cooking. The results showed that most students used the distance learning method, and that the method was positively perceived, as it was a great aid in learning. Most of the cooking information was obtained through the internet, and the most effective learning media for practicing cooking was "e-learning" using a computer. The most effective learning method for those who were practicing cooking was a "face-to-face learning method", because face-to-face type of teaching and learning was most universally recognized. Most of the students surveyed responded that using the distance learning method was a positive experience, indicating that cyber lectures could be applied at more universities for subjects practicing cooking.

The Educational Idea Presenting In the SLMP's Standards (미국학교도서관기준에 나타난 SLMP의 교육적 이념)

  • Kim Hyo-Jung
    • Journal of the Korean Society for Library and Information Science
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    • v.12
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    • pp.121-147
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    • 1985
  • In the modern communicative age, the standards of the school libraries are the qualitative guarantee on the services of school libraries or school library media programs, as the guidline, the active guide, the policy documentation and criteria for the professional excellence. The standards of SLMP were revised the sixth time by the school library profession(ALA) with the members or agency of NEA in the U.S. There are the first standard was a quantitative; 'the Certain Report'(by A.L.A., 1920) appearing that the school library is the heart of the school, 2nd 1925; turning up the teaching material source and personel, 'School Libraries for today and tomorrow' (by AASL, 1945) incluseing the instructional materials and the 7th educational ideas in the quantitative feature, 'Standards for School Library Programs' (by AASL, 1960) expressing the instructional material center, communicative environment, learning and teaching laboratory, 'Standards for school media programs' (by DAVI & AASL, 1969) implicating the instructional resource, learning and teaching laboratory, the condition precedent of qualitative education for excellence, 'Standards for media programs; District/school (by AASL & AECT, 1975) containing the improving user's educational experience and personal freedom on the use of SLMP's services. Through changing the standards of SLMP in the US, We have known that the main educational idea in the standards are; (1) SLMP is the instructional force and resource for qualitative, excellence education by learning and teaching laboratory, instructional resource, communicative environment (2) SLMP is the actualizing force and resource for user's self-realization by intellectual and personal excellence, individualizing, humanizing and personalizing education.

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Effects of Linguistic Immersion Synthesis on Foreign Language Learning Using Virtual Reality Agents (가상현실 에이전트 외국어 교사를 활용한 외국어 학습의 몰입 융합 효과)

  • Kang, Jeonghyun;Kwon, Seulhee;Chung, Donghun
    • Informatization Policy
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    • v.31 no.1
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    • pp.32-52
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    • 2024
  • This study investigates the effectiveness of virtual reality agents as foreign language instructors with focus on the impact of different native language backgrounds and instructional roles. The agents were first distinguished as native or non-native speakers treated as a between-subject factor, and then assigned roles as either teachers or salespersons considered within-subject factors. An immersive virtual environment was developed for this experiment, and a 2×2 mixed factorial design was carried out. In an experimental group of 72 university students, statistically significant interactions were found in learning satisfaction, memory, and recall between the native/non-native status of the agents and their roles. With regard to learning confidence and presence, however, no statistically significant differences were observed in both interaction effects and main effects. Contextual learning in a virtual environment was found to enhance learning effectiveness and satisfaction, with the nativeness and the role of agents influencing learners' memory; thus highlighting the effectiveness of using virtual reality agents in foreign language learning. This suggests that varied approaches can have positive cognitive and emotional impacts on learners, thereby providing valuable theoretical and empirical implications.

Implementation of the Stone Classification with AI Algorithm Based on VGGNet Neural Networks (VGGNet을 활용한 석재분류 인공지능 알고리즘 구현)

  • Choi, Kyung Nam
    • Smart Media Journal
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    • v.10 no.1
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    • pp.32-38
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    • 2021
  • Image classification through deep learning on the image from photographs has been a very active research field for the past several years. In this paper, we propose a method of automatically discriminating stone images from domestic source through deep learning, which is to use Python's hash library to scan 300×300 pixel photo images of granites such as Hwangdeungseok, Goheungseok, and Pocheonseok, performing data preprocessing to create learning images by examining duplicate images for each stone, removing duplicate images with the same hash value as a result of the inspection, and deep learning by stone. In addition, to utilize VGGNet, the size of the images for each stone is resized to 224×224 pixels, learned in VGG16 where the ratio of training and verification data for learning is 80% versus 20%. After training of deep learning, the loss function graph and the accuracy graph were generated, and the prediction results of the deep learning model were output for the three kinds of stone images.

Millennials' Online Apparel Purchase Decisions through Social Interactions

  • Son, Jihyeong;Sun, Jing;Hughes, Amy
    • Fashion, Industry and Education
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    • v.15 no.1
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    • pp.44-58
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    • 2017
  • The purpose of this research is to explore how Millennials mitigate perceived risks that occur during online apparel purchasing decisions through social interactions based on social learning theory. Also, this research investigates concerns generated from interactions with others when consuming apparel online. An exploratory investigation was undertaken with 78 undergraduate students using an online survey that included open and closed questions. Qualitative data revealed positive relationships between consumers' social interactions and purchases of apparel products online. Specifically, information searches through social interactions with trusted individuals utilizing online channels were found to validate purchasing decisions and alleviate perceived risks with purchasing apparel products online. However, consumers were also concerned with certain interactions due to the lack of credibility regarding reviewers, channels, and conflicting information. These findings provide an insight into millennial consumers' learning processes through consumer-to-consumer interactions in social media environments for apparel purchases. As online and mobile shopping along with consumers' social media usage for interacting continue to increase, these research findings guide retailers how to turn their attention to investing and utilizing these channels to enhance millennial consumers' positive purchasing experiences online.