• Title/Summary/Keyword: course recommendation

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A Development of Optimal Travel Course Recommendation System based on Altered TSP and Elasticsearch Algorithm (변형된 TSP 및 엘라스틱서치 알고리즘 기반의 최적 여행지 코스 추천 시스템 개발)

  • Kim, Jun-Yeong;Jo, Kyeong-Ho;Park, Jun;Jung, Se-Hoon;Sim, Chun-Bo
    • Journal of Korea Multimedia Society
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    • v.22 no.9
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    • pp.1108-1121
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    • 2019
  • As the quality and level of life rise, many people are doing search for various pieces of information about tourism. In addition, users prefer the search methods reflecting individual opinions such as SNS and blogs to the official websites of tourist destination. Many of previous studies focused on a recommendation system for tourist courses based on the GPS information and past travel records of users, but such a system was not capable of recommending the latest tourist trends. This study thus set out to collect and analyze the latest SNS data to recommend tourist destination of high interest among users. It also aimed to propose an altered TSP algorithm to recommend the optimal routes to the recommended destination within an area and a system to recommend the optimal tourist courses by applying the Elasticsearch engine. The altered TSP algorithm proposed in the study used the location information of users instead of Dijkstra's algorithm technique used in previous studies to select a certain tourist destination and allowed users to check the recommended courses for the entire tourist destination within an area, thus offering more diverse tourist destination recommendations than previous studies.

A Study on the Effect of Characteristics of Online Streaming Course on Learning Satisfaction and Recommendation Intention (온라인 스트리밍 수업의 특성이 학습 만족도와 추천의도에 미치는 영향 분석 연구)

  • Zhu, LiuCun;Yang, HuiJun;Jiang, Xuejin;Hwang, HaSung
    • Journal of Internet Computing and Services
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    • v.23 no.5
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    • pp.59-68
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    • 2022
  • As real-time live streaming broadcasting and non-face-to-face classes are spreading in the Corona era, it is time to take academic interest in online streaming classes. In particular, it is important to clarify why users use online streaming classes. Therefore, this study proposes social presence, interest, convenience of use, and interactivity as characteristics of online streaming classes, and aims to verify how these characteristics affect learning satisfaction and furthermore, recommendation intention. As a result of conducting a survey on 338 Chinese collegestudents, it was found that interactivity, social presence, and interest had a positive effect on learning satisfaction, but the effect of ease did not appear. On the other hand, it was confirmed that learning satisfaction had a positive effect on the online streaming class recommendation intention.

How many automatic external defibrillators do South Korean golf courses need?

  • PARK, Sang-Kyu;UHM, Tai-Hwan
    • Journal of Distribution Science
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    • v.18 no.4
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    • pp.73-78
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    • 2020
  • Purpose: This study was to examine public access defibrillator (PAD) deployment on some golf courses and to analyze automatic external defibrillators (AEDs) demand by appropriate distance. Research design, data, and methodology: We conducted telephone interview on 124 golf courses in Gyeonggi and Gangwon province in South Korea. The area within 3 minutes by 3 minutes for retrieval and 1 minute for shock and 1.5 minutes by the American Heart Association (AHA)recommendation for community AED placement were calculated as 3.14×162㎡ and 3.14×100㎡. Results: The average area was 1,811,481.8㎡, and 29 (42.7%) in below 999,999㎡, 75 (60.5%) in 1,000,000 to 1,999,999㎡, 12 (9.7%) in 2,000,000 to 2,999,999㎡ took up. The average retrieval time was 161.8 seconds, and 5 (4.1%) in below 90 seconds, 10 (8.0%) in 91 to 180 seconds took up a small part. AED demands according to 3 and 1.5 retrieval minutes were 2,602 and 6,986 respectively. Average AED demands per golf course were 21.0 and 56.3 respectively on 124 golf courses. Conclusions: The numbers of AED needed in South Korean golf course were 5,880 to 15,764. To ensure defibrillation on the golf courses, the supply and distribution of AEDs should be strengthened.

Construction of Learner's Differential Contents for Self-Directed Learning (자기주도적 학습을 위한 학습자 수준별 콘텐츠 구성)

  • Jeong, Hwa-Young;Hong, Bong-Hwa
    • The Journal of the Korea Contents Association
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    • v.9 no.7
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    • pp.402-410
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    • 2009
  • A lot of learning systems are applying self-directed learning to increase learner's learning effect. But most of this methods are hardly applied to fit the construction of learning contents considering learner's characteristics or it was processing the learning course without learner's choice. In this research, we proposed the recommendation method that can support the learning contents as calculate learner's preference contents based on learning history information when learner design the learning course. In the result, we chose test learner group and was able to know to generally increase average score of each learner after test between existing method and proposal one.

A Course Recommendation System as Course Coordinator based on WIPI (코스 코디네이터의 역할을 하는 WIPI 기반 과목 추천 시스템)

  • Han, Yong-Jae;Lee, Young-Seok;Cho, Jung-Won;Choi, Byung-Uk
    • Proceedings of the Korea Information Processing Society Conference
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    • 2004.05a
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    • pp.973-976
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    • 2004
  • IT 관련 기술의 발전은 'Any Time, Any Where, Any Service'를 사용자에게 제공할 수 있는 제반 여건을 마련하였다. 기존 웹 기반의 학사정보 시스템에서는 사용자의 이동성이 제한적이었고, 이를 해결하고자 한 무선 인터넷 기반의 학사정보 시스템은 클라이언트의 어플리케이션이 표준화된 환경에서 구축되지 않아서 모바일 기기의 플랫폼에 종속적이었다. 또한, 선택과목이 많은 학부제에서는 코스 코디네이터의 역할이 매우 중요하지만, 코스 코디네이터의 역할을 하는 지도교수와 학생 간의 커뮤니케이션의 부족으로 학생들은 도움을 받기 어렵다. 본 논문에서는 JAVA와 WIPI를 이용하여 플랫폼에 독립적이며 전공분야의 중요과목을 추천해 주는 과목 추천 시스템을 제안한다. 과목 추천 시스템은 학생들에게 수강과목에 대해 조언을 해 주는 코스 코디네이터의 역할을 대신할 수 있을 것이다. 또 학생들은 언제 어디서나 개인 휴대폰을 이용하여 수강신청에 관한 학사정보를 관리할 수 있고, 시스템의 추론에 따른 추천 과목을 수강하여 전공 분야에 대한 깊은 지식을 갖출 수 있을 것이다.

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Latent Profile Analysis According to the Subject Selection Criteria of General High School Students

  • Kim, Eun-Mi
    • International Journal of Advanced Culture Technology
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    • v.9 no.4
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    • pp.226-236
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    • 2021
  • The purpose of this study is to analyze the type of latent profile for general high school students' subject selection criteria and to identify the characteristics of the latent class. The survey data of 1072 general high school students (male; 648, female; 424) in G city, Jeollabuk-do and the scale composed of 8 sub-factors: 'SAT orientation', 'academic achievement', 'ability orientation', 'pursuit of interest', 'teacher orientation', 'career development', 'others' recommendation', and 'subject availability' were used for latent profile analysis and cross-analysis between potential layers. As a result of the analysis, high school students' perceptions of subject selection were classified into four latent profiles. The four groups were named 'High Perception Type', 'Low Perception Type', 'Self-Directed Type', and 'Stability-Oriented Type' according to their types. It was found that there was a difference between the latent classes in the importance and performance level of the subject selection criteria. These results can help identify the subject selection tendencies of latent groups in the operation of the 2015 revised curriculum and the 2025 high school credit system that emphasizes the student-centered course selection curriculum and they can also provide customized course selection guidance considering individual differences.

Analysis of the effectiveness of the Recommendation Model for the Customized Learning Course (맞춤형 학습코스 추천 모델의 효과분석 방안)

  • Han, Ji-won;Lim, Heui-seok
    • Proceedings of The KACE
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    • 2017.08a
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    • pp.221-224
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    • 2017
  • 본 논문은 사용자 수준에 적합한 맞춤형 학습코스를 추천하여 학습효과를 향상시킬 수 있는 추천모델을 개발하고, 효과분석을 위한 방안을 제시한다. 학습자 개개인의 학습수준이나 학습내용 등에 따라 적합한 학습주제를 선정하여 제공하는 것은 중요하나, 일반적인 추천은 전문가 그룹을 활용한 사람중심의 추천으로 시간이 오래 걸리는 등 자원의 비효율적 한계점[1]을 가지고 있다. 이를 극복하기 위해, TF-IDF를 이용해 단어별 가중치를 계산하여 고빈도 단어를 추출하여 벡터 공간에 배치시키고, Cosine Similarity 기법을 이용해 벡터간의 유사도를 측정하였다. 학습자 프로파일을 분석하고, 학습스킬간의 연관성을 고려하여 맞춤형 학습코스를 추천하기 위해, 워드 임베딩 기법을 적용하였고, 이를 위해 오픈소스 Gensim[2]을 이용하였다. 맞춤형 학습코스 추천 모델의 효과를 분석하기 위한 실험을 설계하고 평가 문항지를 개발하였다.

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Exploration on Disaster Nursing Education in Korea (한국의 재해간호교육 실태)

  • Lee, Og cheol;Wang, Soon Joo
    • Journal of the Society of Disaster Information
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    • v.4 no.2
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    • pp.94-104
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    • 2008
  • Purpose: The disaster occurs increasingly on the earth and nurses are requested to call out to on-sites or help emergency situation. This descriptive study was done to explore the disaster nursing education in Korea. Method: Data was collected from 116 nursing undergraduate program and 93 colleges responded, and analyzed frequencies and percentiles. Results: There was no institution offering Disaster Nursing titled course. Emergency Nursing was mostly combined with disaster nursing. More half (52.7%) did not deal disaster nursing concept at all, from which half had no plan to open in the near future. The lack of teaching manpower was shown. Recommendation: To meet the nursing need in disaster situation, disaster nursing competencies should be included in nursing major subject at the basic education level to be a registered nurse in Korea.

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A Study on the Comparison and Actual Research of Curriculum for the Physical Therapy between Korea and Australia (한국과 호주의 물리치료 교과과정 비교 및 실태조사)

  • Jeong, Yeon-Gyu;Yu, Chang-Seon;Chai, Kyoung-Ju
    • Journal of Korean Physical Therapy Science
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    • v.18 no.4
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    • pp.1-10
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    • 2011
  • The purpose of study suggest that new strategies available for the physical therapy curriculum development are trying to elicit from world-renowned universities those to keep pace with the globalization. The curriculum of 3 universities in Australia was compared with those of a four-year course in Korea. The 3 university are Sydney, Melbourne and Queensland Universities in Australia. Overall, the curriculum in Korea not only showed overlapping subjects, a shortage of clinical time and foundation science but, didn't deal with many subject to satisfy international recommendation. We suggest that a new curriculum should be based on the three parts which are foundation, essential divided into 6 areas and selection subject, particularly extended clinical experience to essentially need to be physical therapy in the world-standard.

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A Study on the Fashion Internship Program Model (I) - Focused on the System Development for the College Departments - (패션 인턴십 프로그램 모델 연구(I) - 학계용 시스템 구축을 중심으로 -)

  • Yu Ji-Hun
    • The Research Journal of the Costume Culture
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    • v.14 no.3 s.62
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    • pp.483-496
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    • 2006
  • The purpose of this study was to develop a pragmatic fashion internship program as a following study of 'An analysis of the consciousness of the professors and college students for the fashion industry internship'. The methods of the quantitative analysis and some case studies were used for this study. The results of this study were as follows : Internship program has 6 steps ; ready, introduction, selection, operation, reputation, management. It will help professors and college students to execute the program systematically. The contents of the fashion internship program model for professors were as follows: 8 recruiting methods to find internship companies, the contents of the internship agreement, 6 types of internship, the contents of the recommendation letter, advanced education contents for a fashion internship, e-mentoring program model, a curriculum of the cultural study and the major course, evaluation standard elements of the intern students, the methods of evaluation etc.

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