• Title/Summary/Keyword: User-Customized

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Using Ensemble Learning Algorithm and AI Facial Expression Recognition, Healing Service Tailored to User's Emotion (앙상블 학습 알고리즘과 인공지능 표정 인식 기술을 활용한 사용자 감정 맞춤 힐링 서비스)

  • Yang, seong-yeon;Hong, Dahye;Moon, Jaehyun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.11a
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    • pp.818-820
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    • 2022
  • The keyword 'healing' is essential to the competitive society and culture of Koreans. In addition, as the time at home increases due to COVID-19, the demand for indoor healing services has increased. Therefore, this thesis analyzes the user's facial expression so that people can receive various 'customized' healing services indoors, and based on this, provides lighting, ASMR, video recommendation service, and facial expression recording service.The user's expression was analyzed by applying the ensemble algorithm to the expression prediction results of various CNN models after extracting only the face through object detection from the image taken by the user.

A Study on the Improvement for Bidet Product-Service Design for Seniors by PSS-based 4D Double Diamond Design Process Model (PSS 기반 4D 더블 다이아몬드 모델을 활용한 시니어를 위한 비데 제품-서비스디자인 개선방안 연구)

  • Seo, Hong-Seok
    • Science of Emotion and Sensibility
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    • v.25 no.1
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    • pp.29-40
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    • 2022
  • This study uses the bidet 4D double diamond design process model to propose an improvement for "senior-oriented bidet product service design" that reflects the characteristics and needs of seniors. This study was based on the product service system concept. To this end, qualitative research on seniors was conducted to derive user value factors, and, based on this, product service ideas were discovered, and a prototype reflecting the usefulness review of a working-level expert group was proposed. First, a "smart application service for user-customized function setting guide" was proposed. A bidet incorporating Internet of Things technology and a smart phone are linked to provide an app service that automatically interprets user characteristic information and information on bidet products to guide customized functions. Second, a control panel and remote control user interface to "user-oriented product service interface" was proposed. In consideration of the usability and cognitive ability of seniors, a simple and intuitive physical user interface such as a configuration centered on main functions, button arrangement according to task sequence, and a touch screen remote control was presented. Third, we proposed a "bidet care service linked with products and health/hygiene care" that provides a wide range of services such as user health and hygiene, cleanliness, entertainment, etc., in addition to regular bidet product service. This study proposed a product-based service design methodology that can improve user experience and relationship quality by discovering and improving the pain points and needs of users (seniors) in the process of using bidet products (before, during, and after use).

Best Practices on Educational Service Platform with AI Approach

  • Hong, Je Seong;Park, Bo Kyung;Kwak, Jeil;Kim, R. Young Chul;Son, Hyun Seung
    • International journal of advanced smart convergence
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    • v.8 no.4
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    • pp.40-46
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    • 2019
  • The current education is becoming more extensive with the application of various teaching methods. This is a problem that is so distributed that it is difficult for users to find the data and it takes a long time to find the information they need. Currently, various educational services, materials, and instruments are developed and scattered. Therefore, it is important to raise students' awareness of aptitude and career path with customized education tailored to students. Conventional education platforms have very difficult to choose the right materials for students because of the spread of educational programs and institution materials. To solve this, we propose a customized recommendation approach to recommend customized educational service materials and institution for students to teachers, which helps teachers conveniently choose materials suitable for their respective environments. On this new platform, the CNN algorithm provides recommended content for classes and students. For real service on the educational service platform, we implement this system for Jeil edus business. Through this mechanism, we expect to improve the quality of education by helping to select the right service.

Customized Pilot Training Platform with Collaborative Deep Learning in VR/AR Environment (VR/AR 환경의 협업 딥러닝을 적용한 맞춤형 조종사 훈련 플랫폼)

  • Kim, Hee Ju;Lee, Won Jin;Lee, Jae Dong
    • Journal of Korea Multimedia Society
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    • v.23 no.8
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    • pp.1075-1087
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    • 2020
  • Aviation ICT technology is a convergence technology between aviation and electronics, and has a wide variety of applications, including navigation and education. Among them, in the field of aerial pilot training, there are many problems such as the possibility of accidents during training and the lack of coping skills for various situations. This raises the need for a simulated pilot training system similar to actual training. In this paper, pilot training data were collected in pilot training system using VR/AR to increase immersion in flight training, and Customized Pilot Training Platform with Collaborative Deep Learning in VR/AR Environment that can recommend effective training courses to pilots is proposed. To verify the accuracy of the recommendation, the performance of the proposed collaborative deep learning algorithm with the existing recommendation algorithm was evaluated, and the flight test score was measured based on the pilot's training data base, and the deviations of each result were compared. The proposed service platform can expect more reliable recommendation results than previous studies, and the user survey for verification showed high satisfaction.

A Study on Correlation between Customized User Interface and Flow (사용자 맞춤형 인터페이스와 몰입의 관계에 관한 연구 -게임의 'Add-ons'을 중심으로)

  • Bahn, Kyoung-Jin;Kim, Hyo;Lee, Kyung-Won;Kim, Hyun-Hee
    • 한국HCI학회:학술대회논문집
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    • 2007.02b
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    • pp.319-326
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    • 2007
  • 인터넷이 널리 보급됨에 따라 온라인 상에서의 활동은 보편화 되었고 사용자들은 자아를 표현하고 성장시키는 것에 대하여 더욱 다양하고 확장된 환경을 요구하게 되었다. 사용자 간의 상호작용, 자신을 대표하는 상징물과 현실세계의 자아와의 상호작용은 매체의 몰입의 한 요소로서 중요하다. 이는 게임에서도 마찬가지이며, 플레이어의 게임 속 상황이나 역할에서의 행동은 자신만이 아닌 다른 사용자에게도 직간접적인 영향을 미치게 된다. 플레이어의 모든 행동은 인터페이스를 통하여 이루어지게 되는데, 다변화적인 상황에서 역할을 수행하면서 사용자는 자신의 성향과 편의에 부합하는 인터페이스를 원하게 된다. 본 연구는 사용자 맞춤형 인터페이스(Customized UI)를 연구하는 한 과정으로, 게임 인터페이스를 하나의 매체로 선택하여 사용자 맞춤형 인터페이스를 제공하는 것이 매체 몰입을 향상 시킬 것이라는 가설을 바탕으로 진행되었다. 게임 인터페이스에서 개인의 취향에 따라 인터페이스를 차별화 시킬 수 있는 Add-ons 기능이 보편적으로 사용되고 있는 MMORPG 'WOW'의 플레이어들을 대상으로 설문과 분석을 한 결과 게임상의 다양한 상황과 역할에 따라 요구되는 인터페이스의 복잡수준은 차이가 있을 뿐만 아니라, 사용자의 개개인의 요구를 충족시키는 맞춤형 인터페이스를 제공하는 것은 게임의 지속적인 흥미를 유발하고 몰입을 강화시킨다는 결론을 얻을 수 있었다.

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Automatic Hand Measurement System from 2D Hand Image for Customized Glove Production

  • Han, Hyun Sook;Park, Chang Kyu
    • Fashion & Textile Research Journal
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    • v.18 no.4
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    • pp.468-476
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    • 2016
  • Recent advancements in optics technology enable us to realize fast scans of hands using two-dimensional (2D) image scanners. In this paper, we propose an automatic hand measurement system using 2D image scanners for customized glove production. To develop the automatic hand measurement system, firstly hand scanning devices has been constructed. The devices are designed to block external lights and have user interface to guide hand posture during scanning. After hands are scanned, hand contour is extracted using binary image processing, noise elimination and outline tracing. And then, 19 hand landmarks are automatically detected using an automatic hand landmark detection algorithm based on geometric feature analysis. Then, automatic hand measurement program is executed based on the automatically extracted landmarks and measurement algorithms. The automatic hand measurement algorithms have been developed for 18 hand measurements required for custom-made glove pattern making. The program has been coded using the C++ programming language. We have implemented experiments to demonstrate the validity of the system using 11 subjects (8 males, 3 females) by comparing automatic 2D scan measurements with manual measurements. The result shows that the automatic 2D scan measurements are acceptable in the customized glove making industry. Our evaluation results confirm its effectiveness and robustness.

A Customized Mobile Tour Guide System for Amusement Park based on GPS (GPS 기반 모바일 맞춤형 놀이공원 경로추천시스템의 설계 및 구현)

  • Yu, Seok-Jong
    • Journal of the Korea Society of Computer and Information
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    • v.15 no.8
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    • pp.99-105
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    • 2010
  • Because in the amusement park, a number of people use various vehicles facilities complicated arraigned, it needs an effective way to search optimal path to reduce errors in touring a park. Particularly, when choosing a facility, searching a waiting time-based path as well as shortest path is important. This paper presents a path recommendation system which minimizes total park tour time based on tour distance and waiting time through GPS and wireless internet. This system can also recommend customized tour path based on the characteristics of user members as well as a simple shortest path.

Smart Senior Job Search: The Elderly-oriented Services for Job Searching with the Spatial Information (공간정보를 활용한 스마트 고령자일자리 맞춤형 검색서비스)

  • Kim, Miyun;Seo, Dongjo
    • Journal of Korea Multimedia Society
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    • v.19 no.8
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    • pp.1433-1443
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    • 2016
  • In the cases of the major cities, high poverty rate of the elderly, immature pension policies, and insufficient market conditions, policies and services for the employment of the elderly decrease the desire for the job participation. It is time to prevent the problems of the elderly, and induce the reachable seniors to participate in social activities. This research provides the location-based, customized job-search service for the elderly in order to actively support the participation in the economic activities of the elderly. The goal of SSJS(Smart Senior Job Search) is to provide the individual elderly with the customized position. It prints the appropriate positions near user location based on the residential area, job classification, and the physical condition, and provides the mash-up of the selectable job range in the unit distance based on the map. This customized service, which enables the seniors to select the type of the jobs based on their physical, mental and life conditions of the seniors, supports the participation in economic activities of the elderly people, and contribute to the expansion of the social job positions for the elderly and the equalization of the local development.

A Study on Curation Service in University Library based on Gamification MDA+ (게이미피케이션 MDA+ 기반 대학도서관 큐레이션 서비스에 관한 연구)

  • Kim, Seonghun;Hwang, Seonmin
    • Journal of Korean Library and Information Science Society
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    • v.50 no.3
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    • pp.261-291
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    • 2019
  • In the rapidly changing information environment, users' information needs are diversified, and the necessity for libraries to provide customized curation services away from traditional services is increasing. Although the Second University Library Promotion Plan (2019~2023) mentions user-centered customized services, it is difficult to implement customized curation services in the current university library situation. Therefore, this study examined the theory and case of gamification applied to various fields inside and outside the library to apply gamification to the library, suggested MDA+ and found the junction with library curation service, and built gamification-based curation service prototype for job roadmap in university library. Finally, implications were drawn through verification of field experts.

A Study on the Ethical Issues and Sharing Behavior of User's Information in the Era of Big Data

  • Lee, Myung-Suk
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.10
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    • pp.43-48
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    • 2016
  • This study is to examine how big data collects user's information and is used; the status quo of exposures of user's information, and various measures of self-control by the user. This study is also to look their ethical issues and discuss problems of privacy concerning big data. As a way for users to self-control their information, they need to check the log-in state of web portal sites and set up their account so that customized advertisement and location information cannot be tracked. When posting a blog, the value of posting should be controlled. When becoming a member of a web site, users must check the access terms before agreement and beware of chained agreements and/or membership joins in order to control the exposure of their personal information. To prevent information abuse through big data through which user's information is collected and analyzed, all users must have the right to control, block or allow personal information. For an individual to have the right to control over his information, users must understand the concept of user's information and practice ethics accompanied by newly given roles in the Internet space, which will lead to the establishment of the sound and mature information society on the Internet.