• Title/Summary/Keyword: 결합유형

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Implementation of a Personalized Restaurant Recommendation System for The Mobility Handicapped (교통약자를 위한 맞춤형 식당 추천시스템 구현)

  • Lee, Jin-Ju;Park, So-Yeon;Kim, Seo-Yun;Lee, Jeong-Eun;Kim, Keun-Wook
    • Journal of Digital Convergence
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    • v.19 no.5
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    • pp.187-196
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    • 2021
  • The mobility handicapped are representative socially vulnerable people who account for a high percentage of our society. Due to the recent development of technology, personalized welfare technologies for the socially vulnerable are being studied, but it is relatively insufficient compared to the general people. In this study, we intend to implement a personalized restaurant recommendation system for the mobility handicapped. To this end, a hybrid recommendation system was implemented by combining the data of special transportation boarding and alighting history (7,153 cases) and information of Daegu Food restaurants (955 cases). In order to evaluate the effectiveness of the implemented recommendation system, we conducted performance comparisons with existing recommendation systems by prediction error rate and recommendation coverage. As a result of the analysis, the performance was higher than that of the existing recommendation system, and the possibility of a personalized restaurant recommendation system for the mobility handicapped was confirmed. In addition, we also confirmed the correlation in which similar restaurants are recommended in some types of the mobility handicapped. As a result of this study, it is judged that it will contribute to the use of restaurants with high satisfaction for the mobility handicapped, and the limitations of the study are also presented.

Study on Economic and Financial Education for the North Koreans after Unification: from the Perspective of Behavioral Economics (통일 후 북한 주민 대상 경제금융 교육에 관한 연구: 행태경제학 관점을 중심으로)

  • Son, Jeong-Kook;Kim, Young-Min
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.2
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    • pp.239-246
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    • 2021
  • Unification means the change of the economic system from 'Planned Economy' of the North Korea to 'Market Economy' of the South Korea. Therefore, it may cause confusions and difficulties for North Koreans who have been under planned economy for ages. So, we need to take the perspective of behavioral economics for the effective education. First of all, it is about overall finance, which contains the record of financial transactions, effect of inflation, investors' bounded rationality, and choice difficulty of financial products. Second, it is about borrowings, which includes the credit management, interest rate of difference among financial institutions. Third, it is about investment on financial products, which includes the effect of cost on returns, difference between compound interest and simple interest, trade-off between expected return and risk, market and non-market risks, the importance of diversification, and passive & aggressive investments.

Application of Natural Dyes for Developing Colored Wood Furniture (I) - Color Variation by Extraction Methods of Natural Dyes - (색채 목가구재 개발을 위한 천연염료의 이용에 관한 연구 (제1보) - 천연염료의 추출 방법에 따른 색채 변화 연구 -)

  • Moon, Sun-Ok;Kim, Chul-Hwan;Kim, Jae-Ok;Kim, Jong-Gab
    • Journal of the Korean Wood Science and Technology
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    • v.32 no.5
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    • pp.75-85
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    • 2004
  • The natural dyes from Gardenia jasminoides, Carthamus tinctorius L., Rhus javanica, Lithospermum erythrorhizon, Caesalpinia sappan L., and Castanea crenata were extracted under different pH in distilled water, As the pH in distilled water went from acid to alkali, the much deeper colors in the same color tone were generated from the individual plant species. Before dyeing, wood species were treated by different mordants including AI, Cu, Cr and Fe for color-fixing between wood and the natural dyes. Each mordant could develop independent color on the surface of the woods. The wood species dyed by the natural dyes created deep-tone colors according to higher pH and temperature of the dyeing solution, leading to deeper penetration of the dyes into the wood tissues. Finally through the computer modelling of natural-dyed wood furniture, it was confirmed that the colored furniture can adequately be compatible with the current interior spaces of diverse colors.

A Comparative Study of Korean and Chinese [+Person] Neologisms According to Sociocultural Aspects : Focusing on the Structural and Meaningful Aspect of the 'OOjok(family)' line Neologisms in the 2010s (사회문화적 양상에 따른 한중 [+사람] 신어의 비교 연구 - 2010년대의 'OO족(族)'계열 신어의 구조적과 의미 양상을 중심으로 -)

  • Meng, Xiang-Shan
    • Journal of Korea Entertainment Industry Association
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    • v.15 no.7
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    • pp.125-136
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    • 2021
  • The purpose of this study is to examine the appearance patterns of the 'OOjok(family)' line, which is commonly used to abbreviate Korean and Chinese Neologisms, from 2010 to 2019, and to identify the structural and Meaningful similarities and differences of the 'OOjok(family)' line Neologisms. In terms of appearance, the Korean Neologisms of the 'OOjok' was constantly created for 10 years, and the Chinese Neologisms of the 'OOfamily' was not formed in 2017 but reappeared in small quantities in 2018 and 2019. Korean and Chinese Neologisms of the 'OOjok(family)' show differences in their structural characteristics. In the case of the most actively formed compound, the preceding elements of the Korean 'OOjok' Neologisms showed various etymological elements and types. However, the Chinese Neologisms produced by 'OOfamily' showed a limited linguistic aspect due to the active compound of native languages. Derivative also showed these differences. By Classifying 'OOjok(family)' line in Korean and Chinese Neologisms as meaningful qualities, they have different characteristics, but both of them were found to have accepted colorful culture and phenomenon in various areas, and new expression meanings as their precedence element. These diverse cultures appear to have influenced the creation of the new language.

A Study on UX of Shared Electric Scooters Using Gamification: Focusing on User Engagement and Motivation (게이미피케이션을 이용한 공유 전동킥보드 서비스 UX 연구: 사용자 참여와 동기 부여 향상을 중심으로)

  • Lee, Ja-Eun;Kim, Dongwhan
    • The Journal of the Korea Contents Association
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    • v.22 no.2
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    • pp.173-186
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    • 2022
  • The purpose of this study is to investigate the influence of gamification strategies on improving participation and motivation of shared electric scooter users. To this end, this study derived the user type through the first research question of how the shared electric scooter usage behavior and pulse are, and derived user tasks and scenarios. The second research question, a shared electric kickboard app with gamification, was tested by users to see if it helps increase user participation and form motivation. As a result of the analysis, it was found that users were induced to be considerate of other users by using a combination of the motivational, relational, and self-expression strategies of gamification. Second, it was found that the use of motivation, achievement and reward, and reward visualization strategy elements promotes user's voluntary behavior. Third, through relationship, achievement, and reward strategies, users participated to create a positive culture of shared electric scooters, drawing immediate feedback, indicating that convenience has increased. In conclusion, it was found that the user helped to play a positive role in voluntary participation and motivation through the use of the shared electric kickboard service with gamification.

Implementation of DTW-kNN-based Decision Support System for Discriminating Emerging Technologies (DTW-kNN 기반의 유망 기술 식별을 위한 의사결정 지원 시스템 구현 방안)

  • Jeong, Do-Heon;Park, Ju-Yeon
    • Journal of Industrial Convergence
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    • v.20 no.8
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    • pp.77-84
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    • 2022
  • This study aims to present a method for implementing a decision support system that can be used for selecting emerging technologies by applying a machine learning-based automatic classification technique. To conduct the research, the architecture of the entire system was built and detailed research steps were conducted. First, emerging technology candidate items were selected and trend data was automatically generated using a big data system. After defining the conceptual model and pattern classification structure of technological development, an efficient machine learning method was presented through an automatic classification experiment. Finally, the analysis results of the system were interpreted and methods for utilization were derived. In a DTW-kNN-based classification experiment that combines the Dynamic Time Warping(DTW) method and the k-Nearest Neighbors(kNN) classification model proposed in this study, the identification performance was up to 87.7%, and particularly in the 'eventual' section where the trend highly fluctuates, the maximum performance difference was 39.4% points compared to the Euclidean Distance(ED) algorithm. In addition, through the analysis results presented by the system, it was confirmed that this decision support system can be effectively utilized in the process of automatically classifying and filtering by type with a large amount of trend data.

Spatialization of Unstructured Document Information Using AI (AI를 활용한 비정형 문서정보의 공간정보화)

  • Sang-Won YOON;Jeong-Woo PARK;Kwang-Woo NAM
    • Journal of the Korean Association of Geographic Information Studies
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    • v.26 no.3
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    • pp.37-51
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    • 2023
  • Spatial information is essential for interpreting urban phenomena. Methodologies for spatializing urban information, especially when it lacks location details, have been consistently developed. Typical methods include Geocoding using structured address information or place names, spatial integration with existing geospatial data, and manual tasks utilizing reference data. However, a vast number of documents produced by administrative agencies have not been deeply dealt with due to their unstructured nature, even when there's demand for spatialization. This research utilizes the natural language processing model BERT to spatialize public documents related to urban planning. It focuses on extracting sentence elements containing addresses from documents and converting them into structured data. The study used 18 years of urban planning public announcement documents as training data to train the BERT model and enhanced its performance by manually adjusting its hyperparameters. After training, the test results showed accuracy rates of 96.6% for classifying urban planning facilities, 98.5% for address recognition, and 93.1% for address cleaning. When mapping the result data on GIS, it was possible to effectively display the change history related to specific urban planning facilities. This research provides a deep understanding of the spatial context of urban planning documents, and it is hoped that through this, stakeholders can make more effective decisions.

The Historical Development of Beliefs in the Thunder God and their Magico-ritual Techniques as Viewed from the Perspective of Korean National Religious History (한국의 뇌신(雷神) 신앙과 술법의 역사적 양상과 민족종교적 의미)

  • Park, Jong-chun
    • Journal of the Daesoon Academy of Sciences
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    • v.31
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    • pp.49-92
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    • 2018
  • I have examined some beliefs in the Thunder God and their magico-ritual techniques in Korea from the perspective of Korean national religious history and have classified these types of beliefs. In several myths from ancient nations in Korea, the Thunder God was the Supreme being governing the Universe including the sky, earth, and water, and he justified political power transcendently. In the medieval period, the Thunder God who was called 'the Supreme God and Celestial Worthy of the Ninth Heaven Who Spreads the Sound of the Thunder Corresponding to Primordial Origin' was the object of Daoist ritual for rain. In the early Joseon period, people believed that the prehistoric stone tools known as thunder axes were the tools of the Thunder God, and thereby were imbued with medicinal power. In the late Joseon period, beliefs in the Thunder God developed in various ways such as the overcoming of wars and healing of diseases. Modern Korean national religions including Daesoon Jinrihoe reappropriated the Thunder God called 'the Supreme God and Celestial Worthy of the Ninth Heaven Who Spreads the Sound of the Thunder Corresponding to Primordial Origin' from the perspective of the Great Opening (Kaebyŏk) and the resolution of grievances (Haewon).

Development of Prediction Model for Improvement of Safety Facilities in Frequent Traffic Accidents (교통사고 잦은 곳 안전시설 개선 방안 예측 모델 개발)

  • Jaekyung Kwon;Siwon Kim;Jae seong Hwang;Jaehyung Lee;Choul ki Lee
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.1
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    • pp.16-24
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    • 2023
  • Accidents are greatly reduced through projects to improve frequent traffic accidents. These results show that safety facilities play a big role. Traffic accidents are caused by various causes and various environmental factors, and it is difficult to achieve improvement effects by installing one safety facility or facilities without standards. Therefore, this study analyzed the improvement effect of each accident type by combining the two safety facilities, and suggested a method of predicting the combination of safety facilities suitable for a specific point, including environmental factors such as road type, road type, and traffic. The prediction was carried out by selecting an XGBoost technique that creates one strong prediction model by combining prediction models that can be simple classification. Through this, safety facilities that have had positive effects through improvement projects and safety facilities to be installed at points in need of improvement were derived, and safety facilities effect analysis and prediction methods for future installation points were presented.

Liaohe National Park based on big data visualization Visitor Perception Study

  • Qi-Wei Jing;Zi-Yang Liu;Cheng-Kang Zheng
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.4
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    • pp.133-142
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    • 2023
  • National parks are one of the important types of protected area management systems established by IUCN and a management model for implementing effective conservation and sustainable use of natural and cultural heritage in countries around the world, and they assume important roles in conservation, scientific research, education, recreation and driving community development. In the context of big data, this study takes China's Liaohe National Park, a typical representative of global coastal wetlands, as a case study, and using Python technology to collect tourists' travelogues and reviews from major OTA websites in China as a source. The text spans from 2015 to 2022 and contains 2998 reviews with 166,588 words in total. The results show that wildlife resources, natural landscape, wetland ecology and the fishing and hunting culture of northern China are fully reflected in the perceptions of visitors to Liaohe National Park; visitors have strong positive feelings toward Liaohe National Park, but there is still much room for improvement in supporting services and facilities, public education and visitor experience and participation.