• Title/Summary/Keyword: Learning with Media

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Personalized EPG Application using Automatic User Preference Learning Method (사용자 선호도 자동 학습 방법을 이용한 개인용 전자 프로그램 가이드 어플리케이션 개발)

  • Lim Jeongyeon;Jeong Hyun;Kim Munchurl;Kang Sanggil;Kang Kyeongok
    • Journal of Broadcast Engineering
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    • v.9 no.4 s.25
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    • pp.305-321
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    • 2004
  • With the advent of the digital broadcasting, the audiences can access a large number of TV programs and their information through the multiple channels on various media devices. The access to a large number of TV programs can support a user for many chances with which he/she can sort and select the best one of them. However, the information overload on the user inevitably requires much effort with a lot of patience for finding his/her favorite programs. Therefore, it is useful to provide the persona1ized broadcasting service which assists the user to automatically find his/her favorite programs. As the growing requirements of the TV personalization, we introduce our automatic user preference learning algorithm which 1) analyzes a user's usage history on TV program contents: 2) extracts the user's watching pattern depending on a specific time and day and shows our automatic TV program recommendation system using MPEG-7 MDS (Multimedia Description Scheme: ISO/IEC 15938-5) and 3) automatically calculates the user's preference. For our experimental results, we have used TV audiences' watching history with the ages, genders and viewing times obtained from AC Nielson Korea. From our experimental results, we observed that our proposed algorithm of the automatic user preference learning algorithm based on the Bayesian network can effectively learn the user's preferences accordingly during the course of TV watching periods.

A Study on the Development of Curriculum Content Structure for Information Literacy Education (정보활용교육을 위한 교과 내용 체계 개발 연구)

  • Park, Juhyeon;Kang, Bong-suk;Lee, Byeong-Kee
    • Journal of Korean Library and Information Science Society
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    • v.52 no.1
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    • pp.229-254
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    • 2021
  • The purpose of this study is to construct contents of elementary and secondary education which will be included in the information literacy education and to obtain basic information and implications necessary for developing new textbooks. For this study, three types of previously developed textbooks for information literacy education were analyzed, and curriculum content structure, and textbook structure of the draft version of the textbook 'Media and Information Life' developed in 2019-2020 were analyzed. The analysis results are as follows. the information literacy education textbook applied the information problem solving process model and contained the contents of print, and digital media and the media literacy necessary for democratic citizens, but it was necessary to add the types of libraries and media in sequence. Second, library, media, information, and reading literacy were major learning elements that made up the contents of the information literacy curriculum. Third, the "media and information life" textbook needed to present subject competencies, generalized knowledge, content system, and achievement standards in accordance with the system of the 2015 revised curriculum. In addition, social discussion was needed to derive the name of the information literacy curriculum.

A Deep Learning-Based Rate Control for HEVC Intra Coding

  • Marzuki, Ismail;Sim, Donggyu
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2019.11a
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    • pp.180-181
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    • 2019
  • This paper proposes a rate control algorithm for intra coding frame in HEVC encoder using a deep learning approach. The proposed algorithm is designed for CTU level bit allocation in intra frame by considering visual features spatially and temporally. Our features are generated using visual geometry group (VGG-16) with deep convolutional layers, then it is used for bit allocation per each CTU within an intra frame. According to our experiments, the proposed algorithm can achieve -2.04% Luma component BD-rate gain with minimal bit accuracy loss against the HM-16.20 rate control model.

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A Multimedia Case-based Environment: Teaching Technology Integration to Pre-service Teachers

  • HAN, Insook;SHIN, Won sug
    • Educational Technology International
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    • v.12 no.1
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    • pp.1-20
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    • 2011
  • The study described in this paper examined the effectiveness of a multimedia case-based learning environment to teach technology integration to Korean pre-service teachers. The structure and philosophy behind the use of embedded video in an online, multimedia system and the data collected from 103 pre-service teachers are presented and discussed. The overall finding shows that there was no significant difference from pre- to posttest among the lecture, the case-based, and the mixed environment groups. However, low prior knowledge students improved more when they learned about technology integration with the mixed method than with the case-based method alone. Discussion about this result and its educational implications conclude the paper.

Study of the Application of VQA Deep Learning Technology to the Operation and Management of Urban Parks - Analysis of SNS Images - (도시공원 운영 및 관리를 위한 VQA 딥러닝 기술 활용 연구 - SNS 이미지 분석을 중심으로 -)

  • Lee, Da-Yeon;Park, Seo-Eun;Lee, Jae Ho
    • Journal of the Korean Institute of Landscape Architecture
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    • v.51 no.5
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    • pp.44-56
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    • 2023
  • This research explores the enhancement of park operation and management by analyzing the changing demands of park users. While traditional methods depended on surveys, there has been a recent shift towards utilizing social media data to understand park usage trends. Notably, most research has focused on text data from social media, overlooking the valuable insights from image data. Addressing this gap, our study introduces a novel method of assessing park usage using social media image data and then applies it to actual city park evaluations. A unique image analysis tool, built on Visual Question Answering (VQA) deep learning technology, was developed. This tool revealed specific city park details such as user demographics, behaviors, and locations. Our findings highlight three main points: (1) The VQA-based image analysis tool's validity was proven by matching its results with traditional text analysis outcomes. (2) VQA deep learning technology offers insights like gender, age, and usage time, which aren't accessible from text analysis alone. (3) Using VQA, we derived operational and management strategies for city parks. In conclusion, our VQA-based method offers significant methodological advancements for future park usage studies.

A Study on an Actual Practice of "International Availability of a Curriculum" in College of Arts (예술대학의 『교육과정의 국제 통용성 확보』를 위한 실제)

  • Kim, Hye-jin;Jang, Chung-ok
    • The Journal of the Convergence on Culture Technology
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    • v.1 no.4
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    • pp.45-50
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    • 2015
  • Cultures mean communication. With the whole world communicating online simultaneously, international availability has also been required in education. Especially the social media including the YouTube has opened a new age of e-learning, if not intending to do so, and the curriculum of a college or a university has kept up with the needs of our time. This study contains domestic and international professional programs equipped with internalization of a curriculum. It has suggested a role of college of arts as a customized and specialized institution which offers students advanced skills of related international industries through an internationalization of a curriculum of media and arts. It also suggests that full-time faculties need to develop a program to secure an international expertise. It can be concluded that a shift of paradigm towards education industry through social media contributes to needs to secure an international availability of a curriculum.

Implementation of Interactive Media Content Production Framework based on Gesture Recognition (제스처 인식 기반의 인터랙티브 미디어 콘텐츠 제작 프레임워크 구현)

  • Koh, You-jin;Kim, Tae-Won;Kim, Yong-Goo;Choi, Yoo-Joo
    • Journal of Broadcast Engineering
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    • v.25 no.4
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    • pp.545-559
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    • 2020
  • In this paper, we propose a content creation framework that enables users without programming experience to easily create interactive media content that responds to user gestures. In the proposed framework, users define the gestures they use and the media effects that respond to them by numbers, and link them in a text-based configuration file. In the proposed framework, the interactive media content that responds to the user's gesture is linked with the dynamic projection mapping module to track the user's location and project the media effects onto the user. To reduce the processing speed and memory burden of the gesture recognition, the user's movement is expressed as a gray scale motion history image. We designed a convolutional neural network model for gesture recognition using motion history images as input data. The number of network layers and hyperparameters of the convolutional neural network model were determined through experiments that recognize five gestures, and applied to the proposed framework. In the gesture recognition experiment, we obtained a recognition accuracy of 97.96% and a processing speed of 12.04 FPS. In the experiment connected with the three media effects, we confirmed that the intended media effect was appropriately displayed in real-time according to the user's gesture.

A Study on School Library Media Center as an infrastructure of lifelong learning in society (평생학습사회의 기반구축과 학교도서관매체 센터에 관한 연구)

  • Yoo So-young
    • Journal of the Korean Society for Library and Information Science
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    • v.30 no.2
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    • pp.127-148
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    • 1996
  • The purpose of this study is to assert the fact that School Library Media Center(SLMC) is the most important body which influences the whole process of loaming in school and at the same time it functions as a very essential infrastructure of acquiring loaming in the society. The writer analysed the studies on learning outcomes across a range of educational conditions and settings. She found that loaming outcomes are influenced positively by the educational conditions and settings that accomodate the student diversity and individualization, and loaming materials for their individual needs. It means that the outcomes of effective teaming are influenced by using teaming materials of individual student guided by teachers and teacher librarians. In case, school education furnishes desirable programs of SLMC and use it properly, students canhave enough experiences what and how they learn by using library materials during their school days. As school days are in their early days of their lifetime, they are easy to carry their way of loaming with them even after they finish school. The members of society who are accustomed to use library materials during their school days will have loaming needs for their better life. The writer wants to call it the loaming needs of society that school produces. A teaming society is composed of two factors One is the loaming needs of the people and the other is the environment to meet them. SLMC produces loaming needs, and it meets to the needs of student learning. Consequently it can be said SLMC is the infrastructure for loaming society. The author pointed out that the Educational Reformation Draft of current Government does not mention about learning materials prerequisite to enhance student loaming outcomes, especially in relation to their creativity. She concluded educators of every level of school including government officials in charge of education have to think and do something about reformation of School Library Media Center for the fulfillment of the goal of Korean Educational Reformation Draft announced by the Educational Reformation Committee Draft announced by the Educational Reformation Committee May 31, 1995.

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The Effects of Types of Social Media on Academic Achievement, Interaction, and Social Efficacy in Web-based Project Learning (웹기반 프로젝트학습을 위한 소셜 미디어 활용 유형이 학업성취도, 상호작용, 사회적 효능감에 미치는 효과)

  • Park, Jun Kyu;Leem, Junghoon
    • Journal of The Korean Association of Information Education
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    • v.17 no.3
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    • pp.265-276
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    • 2013
  • The purpose of this study is to investigate the effects of types of social media on academic achievement, interaction, and social efficacy in web-based project learning. To accomplish the purpose of the study, an experiment was conducted with 78 six graders who attend S elementary school in I metropolitan city. They were assigned to 'Facebook' group, 'Wiki' group, and web bulletin board group. The academic achievement score of Wiki group was higher than that of web bulletin board group. There was significant difference between task-oriented interaction and relation-oriented interaction in Wiki group. In addition, relation-oriented interaction was more active than task-oriented interaction in Facebook group. Finally, social efficacy score of Facebook group was higher than that of Wiki group.

A Study on Communication Competency Analysis and Development Plan of Educational Content for Engineering Undergraduates (이공계 대학생의 커뮤니케이션 역량 분석 및 교육콘텐츠 개발 방안 연구)

  • Kim, Kyung-Hwa
    • The Journal of the Korea Contents Association
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    • v.17 no.5
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    • pp.529-539
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    • 2017
  • The purpose of this study is to categorize and analyze the communication competency of engineering undergraduates and to develop educational content in order to improve that. In this study, communication competency of engineering undergraduates was categorized into three areas: critical thinking, scientific communication, and media literacy. As a means to improve communication competency, the experience with and perception of writing were investigated. The communication competency of undergraduates needs to be improved overall. There is a high need for writing programs that enhance critical thinking oriented around practice. It suggests flipped learning based on smart education, E-community, problem-solving programs based on action learning, cooperative learning programs, reflection journals & portfolio, and collaborative writing programs as educational content. The results of this study can be used as basic data to design competency-based communication curriculum and practical applications for engineering undergraduates.