• 제목/요약/키워드: Information Provision

검색결과 1,408건 처리시간 0.025초

Comparing automated and non-automated machine learning for autism spectrum disorders classification using facial images

  • Elshoky, Basma Ramdan Gamal;Younis, Eman M.G.;Ali, Abdelmgeid Amin;Ibrahim, Osman Ali Sadek
    • ETRI Journal
    • /
    • 제44권4호
    • /
    • pp.613-623
    • /
    • 2022
  • Autism spectrum disorder (ASD) is a developmental disorder associated with cognitive and neurobehavioral disorders. It affects the person's behavior and performance. Autism affects verbal and non-verbal communication in social interactions. Early screening and diagnosis of ASD are essential and helpful for early educational planning and treatment, the provision of family support, and for providing appropriate medical support for the child on time. Thus, developing automated methods for diagnosing ASD is becoming an essential need. Herein, we investigate using various machine learning methods to build predictive models for diagnosing ASD in children using facial images. To achieve this, we used an autistic children dataset containing 2936 facial images of children with autism and typical children. In application, we used classical machine learning methods, such as support vector machine and random forest. In addition to using deep-learning methods, we used a state-of-the-art method, that is, automated machine learning (AutoML). We compared the results obtained from the existing techniques. Consequently, we obtained that AutoML achieved the highest performance of approximately 96% accuracy via the Hyperpot and tree-based pipeline optimization tool optimization. Furthermore, AutoML methods enabled us to easily find the best parameter settings without any human efforts for feature engineering.

클라우드 환경에서의 가시성 제공 방안 연구 (A Study on the Providing the Visibility in a Cloud Environment)

  • 김태경;백남균;김정협
    • 디지털산업정보학회논문지
    • /
    • 제19권1호
    • /
    • pp.23-30
    • /
    • 2023
  • According to the government's plan for cloud conversion and integration of information resources for administrative and public institutions, work is underway to convert administrative and public institutions to the cloud by 2025. In addition, in the private sector, companies in many fields, including finance, are already using cloud services, and the usage is expected to expand more and more. As a result, changes have occurred in security control activities using security systems, it is required to secure visibility for encrypted traffic when building a cloud control environment. In this paper, an analysis was conducted on the way to provide visibility in the cloud service environment. Ways to provide visibility in the cloud service environment include methods of using load balancer, methods of using security systems, and methods of using equipment dedicated to SSL/TLS decryption. For these methods, Performance comparison was performed in terms of confidentiality, functionality (performance), cost. Through this, the pros and cons of each visibility provision method were presented.

경제적 주행을 위한 친환경 주행 시뮬레이터 모듈 개발 (Development of Eco driving Simulator Module for Economical Driving)

  • 정성학
    • 한국컴퓨터정보학회논문지
    • /
    • 제14권7호
    • /
    • pp.151-160
    • /
    • 2009
  • 본 연구의 목적은 경제적인 주행속도 지표를 제공하는 도로 주행 시뮬레이터의 모듈을 개발하는데 있다. 주행경제를 위한 친환경 주행 시뮬레이터 모듈은 에너지의 효율화, 도로안전향상, 지속가능한 저탄소 녹색성장의 도로운영기술, 비용절감 정보를 제공한다. 본 연구의 목적을 달성하기 위해 현장에 구현되어 있는 도로선형과 도로기하구조정보에 따라 도로주행 정보와 모의주행 시나리오를 검토하여 시뮬레이션을 수행하는 기술사양을 구현하였다. 본 연구를 통하여 개발된 친환경 주행 시뮬레이터 모듈은 주행모드 행위분석의 네비게이션 정보표출이나 이용편의성을 증진시키는 다양한 연계교통과 국도설계체계를 구축히는데 기여할 것이다.

A Study on the Effect of Online Travel Distribution's Brand Community Characteristics on Product Purchase Intention

  • LU, Lianghui;KANG, Min-Jung;SUN, Pengchang
    • 유통과학연구
    • /
    • 제21권1호
    • /
    • pp.107-117
    • /
    • 2023
  • Purpose: This study attempted to confirm the mediating effect of brand experience and to travel brand community satisfaction in the relationship between the characteristics of brand community contents and travel product purchase intention. This study also investigated the moderating role of consumer characteristics. Research design, data and methodology: Based on a total of 381 bytes of data, hypothesis verification was conducted using Smart-PLS 3.2.8 statistical package programs. Results: First, the content community travel brand attributes, personal affordability and creativity are a lingering fragrances on the intended consumers ' shopping trip. Second, information provision, interaction, and creativity, which are the characteristics of travel brand community content, influenced consumers' intention to purchase travel products through brand community satisfaction. Third, playfulness, vitality, and creativity, which are the characteristics of travel brand community content, influenced consumers' intention to purchase travel products through double mediation of the experience and community satisfaction of brand. Conclusions: Tourism industry managers should be able to market content by forming their own brand community. It is necessary to create an environment in which tourism industry managers can use social media travel brand community content to give discounts to consumers, provide creative, playful and vivid travel information.

Routing optimization algorithm for logistics virtual monitoring based on VNF dynamic deployment

  • Qiao, Qiujuan
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제16권5호
    • /
    • pp.1708-1734
    • /
    • 2022
  • In the development of logistics system, the breakthrough of important technologies such as technology platform for logistics information management and control is the key content of the study. Based on Javascript and JQuery, the logistics system realizes real-time monitoring, collection of historical status data, statistical analysis and display, intelligent recommendation and other functions. In order to strengthen the cooperation of warehouse storage, enhance the utilization rate of resources, and achieve the purpose of real-time and visual supervision of transportation equipment and cargo tracking, this paper studies the VNF dynamic deployment and SFC routing problem in the network load change scenario based on the logistics system. The BIP model is used to model the VNF dynamic deployment and routing problem. The optimization objective is to minimize the total cost overhead generated by each SFCR. Furthermore, the application of the SFC mapping algorithm in the routing topology solving problem is proposed. Based on the concept of relative cost and the idea of topology transformation, the SFC-map algorithm can efficiently complete the dynamic deployment of VNF and the routing calculation of SFC by using multi-layer graph. In the simulation platform based on the logistics system, the proposed algorithm is compared with VNF-DRA algorithm and Provision Traffic algorithm in the network receiving rate, throughput, path end-to-end delay, deployment number, running time and utilization rate. According to the test results, it is verified that the test results of the optimization algorithm in this paper are obviously improved compared with the comparison method, and it has higher practical application and promotion value.

내시경검사 대상자의 정보인지, 불안, 불편 및 정보의 가치 (Awareness of Information, Anxiety, Distress, and Perceived Value of Information in Patients undergoing Endoscopic Examination)

  • 손정태
    • 기본간호학회지
    • /
    • 제10권2호
    • /
    • pp.198-205
    • /
    • 2003
  • Purpose: A descriptive study was conducted to identify awareness of information, emotional distress, behavioral distress, and perceived value of information in clients who were scheduled for endoscopic examinations, and to determine correlations between the variables. Method: Participants were 87 clients who were scheduled for endoscopic examinations; gastroscopy, bronchoscopy, and colonoscopy. The questionnaires were collected from September to December, 2002 by a trained nurse. Self reports, interviews, and observations were used. Data were analyzed with frequencies, percentages, means, Pearson correlation coefficients, ANOVA, and Scheffe post test using the SPSS/PC 9.0. Result: The score for awareness of information was 17.46, state anxiety was 47.26, emotional distress during exam was 2.90, behavioral distress was 11.18, and perceived value of information was 4.21, Clients aged above 60 showed significantly lower awareness of information than other groups. Clients undergoing broncoscopy reported significantly higher emotional distress during the ekam than subjects for colonoscopy. Clients undergoing gastroscopy showed significantly higher behavioral distress than any of the others. There were no relationships between awareness of information and anxiety, but, a significant positive relationship was found between anxiety and emotional distress during exam, between emotional distress and behavioral distress, and between awareness of information and perceived value of information. Conclusion: Awareness of information by the clients through provision of an educational booklet was low, and clients showed moderate level of state anxiety. Research studies are needed to compare providing information with other interventions for comfortable progress of endoscopic examinations. Especially specific strategies should be established for elderly clients to facilitate awareness of information.

  • PDF

수집된 정보의 공익성에 관한 고찰 (A Study on the Public Interest of Collected Information)

  • 박국흠
    • 정보화정책
    • /
    • 제26권1호
    • /
    • pp.25-45
    • /
    • 2019
  • 데이터 경제의 등장과 함께 빅데이터 활용에 대한 관심이 증대되었으나 개인정보보호와의 충돌이 꾸준히 제기되어 왔다. 이에 주요 국가들은 비식별화 처리된 가명정보에 대해서는 개인정보보호에서 제외하고 빅데이터 활용을 가속화하고 있다. 그러나, 이러한 정책들은 개인정보의 재화적 성격이 물밑에서 서서히 변해 감을 간과한 채 이루어진 것이다. 본 논문에서는 '수집된 정보' 개념을 제시하고 그것이 공익성을 가지고 있으므로 정보수집자의 전유물만은 아님을 정리하였다. 수집된 정보는 개인정보보호, 연결성, 보편적 서비스 및 공공재 차원에서 공익성을 가지고 있음을 알 수 있었다. 그리고 현재의 정보제공 동의를 통한 데이터 활용체제 하에서는 '데이터 거버넌스'가 작동하지 않으며, 시장실패를 개선할 수 있는 올바른 '데이터 거버넌스'를 위해서는 정보제공 동의 관행을 개선하거나 정보주체에게 이용수익권을 부여해야 할 필요성을 제시하였다.

Fraud Detection in E-Commerce

  • Alqethami, Sara;Almutanni, Badriah;AlGhamdi, Manal
    • International Journal of Computer Science & Network Security
    • /
    • 제21권6호
    • /
    • pp.312-318
    • /
    • 2021
  • Lack of knowledge and digital skills is a threat to the information security of the state and society, so the formation and development of organizational culture of information security is extremely important to manage this threat. The purpose of the article is to assess the state of information security of the state and society. The research methodology is based on a quantitative statistical analysis of the information security culture according to the EU-27 2019. The theoretical basis of the study is the theory of defense motivation (PMT), which involves predicting the individual negative consequences of certain events and the desire to minimize them, which determines the motive for protection. The results show the passive behavior of EU citizens in ensuring information security, which is confirmed by the low level of participation in trainings for the development of digital skills and mastery of basic or above basic overall digital skills 56% of the EU population with a deviation of 16%. High risks to information security in the context of damage to information assets, including software and databases, have been identified. Passive behavior of the population also involves the use of standard identification procedures when using the Internet (login, password, SMS). At the same time, 69% of EU citizens are aware of methods of tracking Internet activity and access control capabilities (denial of permission to use personal data, access to geographical location, profile or content on social networking sites or shared online storage, site security checks). Phishing and illegal acquisition of personal data are the biggest threats to EU citizens. It have been identified problems related to information security: restrictions on the purchase of products, Internet banking, provision of personal information, communication, etc. The practical value of this research is the possibility of applying the results in the development of programs of education, training and public awareness of security issues.

대학도서관의 웹기반 정보활용교육 모델 개발에 관한 연구 (A Study on the Web-based Information Literacy Model Development for University Libraries)

  • 정재영
    • 한국도서관정보학회지
    • /
    • 제39권1호
    • /
    • pp.195-217
    • /
    • 2008
  • 웹을 활용한 정보활용교육의 제공은 도서관 정보활용교육에 있어 새로운 전환점이 되고 있다. 2005년 이후 국내 대학도서관을 중심으로 도입되고 있는 웹기반 정보활용교육은 내용의 빈약, 동기 및 흥미유발 요인의 부족, 제공방법의 단순성 등 도입초기의 문제점을 보이고 있는 것으로 조사되었다. 따라서, 웹기반 정보활용교육의 효과를 극대화하기 위해서는 교육내용의 경우 도서관 이용 및 검색방법과 함께 정보요구, 재가공, 그리고 정보윤리 등을 포함한 정보활용능력 전반에 관한 내용으로 구성할 필요가 있으며, 제공방법의 경우 이용자의 성향에 대한 이해와 정보기술(Information Technology)을 기반으로 방법의 다양성과 유연성을 확보하고 다양한 매체와의 연계를 추구할 필요가 있는 것으로 분석되었다.

  • PDF

스마트 관광 시대에 국내 도보여행을 위한 안전정보 프레임워크 개발 및 적용 (Developing and Applying a Framework for Safety in Domestic Walking Tourism)

  • 최수정;함주연;구철모
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제26권3호
    • /
    • pp.247-271
    • /
    • 2017
  • Purpose This study aims to propose a framework for safety in domestic walking tourism, which defines the scope and type of safety information for tourists. Also, the framework provides a systematic classification for safety information in walking tourism. As the importance of safety in walking tourism due to the frequent occurrence of crimes and unexpected accidents increases, it is necessary to provide tourists with safety information on walking courses rapidly and systematically. However, most administrators (e.g., local governments) have mainly focused on providing tour information on walking courses through Internet websites or mobile apps, overlooking the safety issue. Besides, there is a lack of understanding of safety not only in walking tourism but also in the whole tourism industry. Design/methodology/approach This study proposes the framework that covers all possible safety-related information in walking tourism. Furthermore, to validate its availability, this study analyzes eight major platforms which offer tour information to tourists by applying the framework. Findings The major findings of this study are as follows. First, all platforms considered in this study do not provide any information on tourism safety, focusing on the provision of tour information. Second, three platforms currently provide an SOS function which means post-safety information. That is, no safety information is provided to prevent safety issues in advance. Finally, despite the increase of social concerns, all platforms do not provide safety information on public order and diseases in the social disaster classification as well as environmental pollution in the natural disaster classification. The details and implications of the findings are presented.