• Title/Summary/Keyword: Personalized Medical Information Service

Search Result 44, Processing Time 0.025 seconds

Design and Implementation of Chronic Disease Risk Analysis System according to Personalized Food Intake Preferences (개인 식품섭취 선호도에 따른 만성질환 발생 위험도 분석 시스템 설계 및 구현)

  • Jeon, So Hye;Kim, Nam Hyun
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.51 no.3
    • /
    • pp.147-155
    • /
    • 2014
  • While variety of content on the internet has increased with the development of IT and person's needs about suitable information are increasing rapidly, studies for personalized service have been actively performed. In the study, we proposed the Hypertension and Diabetes risk analysis system according to personal food intake preference using the analysis method of buying preferences in product recommendation system. For the analysis of food intake preference, the Pearson correlation coefficient is used to calculate similarity weights between each reference analysis data and sample data and then reference data should be grouping into the similarity weights and calculating risk of hypertension and diabetes each group. To evaluate the significance of this system, 1,021 subjects are applied the system. Hypertension and diabetes groups' risk is significant higher than normal group statistically so, it is confirmed that food intake preference and the diseases were relevant. In this paper, we verify the validity of hypertension and diabetes risk analysis system using a personal food intake preference.

Development of a Shoe Recommendation Model for Matching Outfits Using Generative Artificial Intelligence (생성형 인공지능을 활용한 신발 추천 모델 개발)

  • Jun Woo CHOI
    • Journal of Korea Artificial Intelligence Association
    • /
    • v.1 no.1
    • /
    • pp.7-10
    • /
    • 2023
  • This study proposes an AI-based shoe recommendation model based on user clothing image data to solve the problem of the global fashion industry, which is worsening due to factors such as the economic downturn. Shoes are an important part of modern fashion, and this research aims to improve user satisfaction and contribute to economic growth through a generative AI-based shoe recommendation service. By utilizing generative AI in the personalized consumer market, we show the feasibility, efficiency, and improvements through an accessible web-based implementation. In conclusion, this study provides insights to help fulfill consumer needs in the ever-changing fashion market by implementing a generative AI-based shoe recommendation model.

Development of User Based Recommender System using Social Network for u-Healthcare (사회 네트워크를 이용한 사용자 기반 유헬스케어 서비스 추천 시스템 개발)

  • Kim, Hyea-Kyeong;Choi, Il-Young;Ha, Ki-Mok;Kim, Jae-Kyeong
    • Journal of Intelligence and Information Systems
    • /
    • v.16 no.3
    • /
    • pp.181-199
    • /
    • 2010
  • As rapid progress of population aging and strong interest in health, the demand for new healthcare service is increasing. Until now healthcare service has provided post treatment by face-to-face manner. But according to related researches, proactive treatment is resulted to be more effective for preventing diseases. Particularly, the existing healthcare services have limitations in preventing and managing metabolic syndrome such a lifestyle disease, because the cause of metabolic syndrome is related to life habit. As the advent of ubiquitous technology, patients with the metabolic syndrome can improve life habit such as poor eating habits and physical inactivity without the constraints of time and space through u-healthcare service. Therefore, lots of researches for u-healthcare service focus on providing the personalized healthcare service for preventing and managing metabolic syndrome. For example, Kim et al.(2010) have proposed a healthcare model for providing the customized calories and rates of nutrition factors by analyzing the user's preference in foods. Lee et al.(2010) have suggested the customized diet recommendation service considering the basic information, vital signs, family history of diseases and food preferences to prevent and manage coronary heart disease. And, Kim and Han(2004) have demonstrated that the web-based nutrition counseling has effects on food intake and lipids of patients with hyperlipidemia. However, the existing researches for u-healthcare service focus on providing the predefined one-way u-healthcare service. Thus, users have a tendency to easily lose interest in improving life habit. To solve such a problem of u-healthcare service, this research suggests a u-healthcare recommender system which is based on collaborative filtering principle and social network. This research follows the principle of collaborative filtering, but preserves local networks (consisting of small group of similar neighbors) for target users to recommend context aware healthcare services. Our research is consisted of the following five steps. In the first step, user profile is created using the usage history data for improvement in life habit. And then, a set of users known as neighbors is formed by the degree of similarity between the users, which is calculated by Pearson correlation coefficient. In the second step, the target user obtains service information from his/her neighbors. In the third step, recommendation list of top-N service is generated for the target user. Making the list, we use the multi-filtering based on user's psychological context information and body mass index (BMI) information for the detailed recommendation. In the fourth step, the personal information, which is the history of the usage service, is updated when the target user uses the recommended service. In the final step, a social network is reformed to continually provide qualified recommendation. For example, the neighbors may be excluded from the social network if the target user doesn't like the recommendation list received from them. That is, this step updates each user's neighbors locally, so maintains the updated local neighbors always to give context aware recommendation in real time. The characteristics of our research as follows. First, we develop the u-healthcare recommender system for improving life habit such as poor eating habits and physical inactivity. Second, the proposed recommender system uses autonomous collaboration, which enables users to prevent dropping and not to lose user's interest in improving life habit. Third, the reformation of the social network is automated to maintain the quality of recommendation. Finally, this research has implemented a mobile prototype system using JAVA and Microsoft Access2007 to recommend the prescribed foods and exercises for chronic disease prevention, which are provided by A university medical center. This research intends to prevent diseases such as chronic illnesses and to improve user's lifestyle through providing context aware and personalized food and exercise services with the help of similar users'experience and knowledge. We expect that the user of this system can improve their life habit with the help of handheld mobile smart phone, because it uses autonomous collaboration to arouse interest in healthcare.

A Study on Functions and Services of a Library Based on Ubiquitous Life (유비쿼터스 사회환경에서의 도서관 기능 및 서비스에 관한 연구)

  • Kim, Yong
    • Journal of the Korean BIBLIA Society for library and Information Science
    • /
    • v.20 no.3
    • /
    • pp.97-114
    • /
    • 2009
  • The roles and services of a library have historically been influenced and developed by the change of information technologies. The ubiquitous technologies have been widely studied for medical area, construction, commerce, broadcasting, telecommunication and so on. The ubiquitous technologies have extended to the roles and services in a library. The development of ubiquitous IT, the roles and functions of a library and information center should be changed. To adjust evolving environment, this study focuses on concept and definition of ubiquitous computing and networks. Especially, with requirements and essential technologies which can be a technological infrastructure for ubiquitous life, library services and roles in ubiquitous life are discussed by literature review, case analysis and expert interview. With the results, this study proposes that library services and roles in ubiquitous life should be considered in two ways which are network and physical spaces. Also, roles of a library in ubiquitous life will be extended to culture and education center including traditional information center. To perform those roles and services, a library should develop various service programs relating culture and education such as personalized service and educational program.

Efficient Mining for Personalized Medical treatment Diagnosis Service (개인 맞춤형 의료진단 서비스 제공을 위한 효율적인 데이터마이닝 기법)

  • Kaun, Eun-Hee;Lee, Seung-Cheol;Lee, Joo-Chang;Kim, Ung-Mo
    • Proceedings of the Korean Information Science Society Conference
    • /
    • 2007.10c
    • /
    • pp.200-204
    • /
    • 2007
  • 최근 유비쿼터스 환경의 발달로 인해 사용자 중심의 유비쿼터스 기술이 활발히 연구되고 있다. 이에 따른 각종 응용 분야가 활발히 연구 중이며, 그 중에서 특히 U-Health 기술이 주목받고 있다. U-Health 기술은 질병의 치료라는 전통적인 관점의 의료 서비스에서 벗어나 건강한 상태의 지속적인 관리와 질병의 예방이라는 적극적이고 확장된 개념으로 발전해가고 있다. 건강상태를 관리하고 진단하기 위해서는 기존의 진단데이터를 효율적으로 관리하고, 그것을 토대로 하여 유용한 정보를 얻어 낼 수 있는 방법이 필요하다. 지금까지는 데이터를 처리하기 위하여 통계적인 수치나 전문가에 의한 전문지식을 토대로 하는 방법을 사용하고 있다. 그러나, 건강상태를 관리하고 진단을 목적으로 하는 시스템에서는 높은 정확성이 보장되어야 한다. 또한 유비쿼터스 환경의 특성상 적은 메모리의 사용과 빠른 마이닝 속도가 수반되어야 한다. 본 논문에서는 튜플기반의 진단데이터들을 마이닝하여 진단패턴을 뽑아내는 의료 진단 마이닝 알고리즘을 제안한다. 본 알고리즘은 진단패턴정보의 정확성을 높일 수 있는 장점을 가지며, 튜플기반의 데이터들을 트리 구조로 구성함으로써 마이닝 속도를 향상시킨다. 더 나아가 트리 구조의 컴팩트한 데이터 구조로 메모리 적재가 용이하다. 이는 센서가 부착된 개별 사용자로부터 실시간으로 들어오는 건강상태와 진단패턴과의 비교, 분석을 가능하게 함으로써 보다 정확하고 빠른 진단결과를 내려줄 수 있는 의사결정시스템의 사용에 적합하다.

  • PDF

Evidence Based Approach of Wheel Balance Cancer Therapy: A Review (수레바퀴 암 치료법에 대한 근거중심적 연구)

  • Zheng, Hongmei;Yoon, Jeungwon;Yoo, Hwa-Seung;Cho, Chong-Kwan
    • Journal of Korean Traditional Oncology
    • /
    • v.17 no.2
    • /
    • pp.1-16
    • /
    • 2012
  • Background : Integrative cancer treatment is a holistic approach embracing body, mind, and spirit incorporating conventional treatments of surgery, chemotherapy, radiation and personalized complementary treatments. Wheel Balance Therapy (WBT) of East-West Cancer Center(EWCC), Dunsan Oriental Hospital of Daejeon University was developed to balance out all factors involved in cancer care based on the traditional theories of oriental medicine. Objective : This work aims to analytically review literatures on WBT and its related components. Methods : Literatures published from January 1st, 1990 to April 30th, 2011 were reviewed focusing on 4 main components of WBT; herbal medicine, immune activation, anti-cancer diet, and breathing/meditation. Data were retrieved from medical search engines and electronic data bases including Pubmed, Research Information sharing Service (RISS), Korean-studies Information Service System (KISS), China National Knowledge Infrastructure (CNKI), and Korea's National Digital Library (KNDL). Results : In this review, EWCC's most commonly prescribed formulas are explored. The composition of the formulas, their use in clinical settings as well as the background studies and other therapeutic efficacies are explained. Information on incorporating anti-cancer dietary support and breathing and meditation techniques, other therapies practiced as part of the center's integrative cancer care are also covered. Conclusion : WBT based on holistic theories of oriental medicine embracing body, mind, and spirit is expected to further contribute in promotion of cancer patients' quality of life and prolonged survival time.

A WPHR Service for Wellness in the Arduino Environment (아두이노 환경에서 웰니스를 위한 WPHR 서비스)

  • Cho, Young-bok;Woo, Sung-hee;Lee, Sang-ho
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.22 no.1
    • /
    • pp.83-90
    • /
    • 2018
  • In this paper, we propose an algorithm for analyzing personal health log information in android environment, providing personal health log information in android environment, providing personalized exercise information and monitoring the condition of pedestrians. Personal health log data collection is performed based on raw data of user using MPU6050 sensor based on Arduino. Noise was removed and age threshold was applied to distinguish movement information. In addition, to protect personal information, safety is enhanced by providing anti-compilation prevention and encryption/decryption of APK file, and the result of movement information collection is measured according to sensor location. Experimental results showed that the MPU6050 sensor mounted one the ankle wsa measured 98.97% more accurately then the wrist. In addition, the loading time of SEED 128 bit encryption based DEX file has the average time of 0.55ms, minimizing the overhead.

Study on Weak Children Information Collection Using Personal Health Record (PHR) (개인건강기록 (PHR)을 이용한 허약아 정보 수집 연구)

  • Lee, Seungho;Kim, Anna;Jang, Hyunchul;Jeong, Minjeong
    • The Journal of Pediatrics of Korean Medicine
    • /
    • v.31 no.3
    • /
    • pp.46-63
    • /
    • 2017
  • Objectives The Korean Medicine (KM) PHR platform is a personalized healthcare service which allows individuals to keep and manage their own health records. When parents are reporting for their children from their memories, there is high possibility of recall errors. In these cases, it could be useful for doctors to collect the patient's symptoms through PHR platform. In this study, we aimed to investigate the clinical significance of the PHR by using the KM PHR platform in the pediatric clinic. Methods The PHR platform was used to collect child health information from parents and child care teachers. The collected data were analyzed in comparison with the results of screening by pediatrician. Results A total of 58 children were recruited, 44 of which health information were collected from their parents and their child care teachers. The remaining 14 children's health information were collected from their parents only. As a result the parents tended to perceive their children weaker than the child care teacher. Compared to other organs, there was a only significant difference in the heart weakness score and spleen weakness score in the comparison of the weak and healthy children. Conclusions Although the study was conducted on a small group of subjects, and used PHR platform developed specifically for adults to indirectly input child's symptoms, and analyzed their health information, there was a difference in health records between information providers. Development of PHR platform for children is needed to collect more reliable information.

Smart Jewelry System for Health Management based on IoT (사물인터넷 기반 건강관리 스마트 주얼리 시스템)

  • Kang, Yun-Jeong;Yin, Li;Choi, DongOun
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.20 no.8
    • /
    • pp.1494-1502
    • /
    • 2016
  • With the increasing availability of medical sensors and Internet of Things(IoT) devices for personal use, considering the interaction with users, it is planned to add intelligent function design to the fashionable jewelry, and develop composite multi-function intelligent jewelry through sensors identification. By means of IoT technology, while possessing communication function of intelligent jewelry, the function of intelligent jewelry can be expanded to the linkage network. In order to rapidly manage the mass data produced by intelligent jewelry sensors based on IoT, an intelligent jewelry system for health management is designed and an ontology model of intelligent jewelry system based on IoT is worked out. After the state of the services through the smart phone application is shown. The application provides a personalized service to the user and to determine the risk to show the guide lines according to the disease.

A Study on the Smart Healthcare health management System (스마트 헬스케어 건강관리 시스템에 관한 연구)

  • Han, Jeong-Ah;Na, Won-Shik
    • Journal of Convergence for Information Technology
    • /
    • v.10 no.6
    • /
    • pp.8-13
    • /
    • 2020
  • In this paper, we study smart healthcare devices that enable active health care by building health care system with acquaintances or family members rather than single health care. The company develops health care services for families regardless of age and gender through intuitive UI design as a target for young users who serve elderly parents. Automated collection of health information and real-time feedback are available, and data can be aggregated and analyzed through repeaters. It can also utilize structured databases in the form of big data. The services offered can be used to prevent diseases and reduce medical expenses through health care, while automatic management can maximize users' convenience and increase demand. By reducing the development period of products that are based on this technology, reducing the development period of products and strengthening competitiveness, the company has the advantage of inducing generation-to-generation communication in an era when it is becoming a nuclear family.