• Title/Summary/Keyword: 중소기업 연구개발

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Big Data Management in Structured Storage Based on Fintech Models for IoMT using Machine Learning Techniques (기계학습법을 이용한 IoMT 핀테크 모델을 기반으로 한 구조화 스토리지에서의 빅데이터 관리 연구)

  • Kim, Kyung-Sil
    • Advanced Industrial SCIence
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    • v.1 no.1
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    • pp.7-15
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    • 2022
  • To adopt the development in the medical scenario IoT developed towards the advancement with the processing of a large amount of medical data defined as an Internet of Medical Things (IoMT). The vast range of collected medical data is stored in the cloud in the structured manner to process the collected healthcare data. However, it is difficult to handle the huge volume of the healthcare data so it is necessary to develop an appropriate scheme for the healthcare structured data. In this paper, a machine learning mode for processing the structured heath care data collected from the IoMT is suggested. To process the vast range of healthcare data, this paper proposed an MTGPLSTM model for the processing of the medical data. The proposed model integrates the linear regression model for the processing of healthcare information. With the developed model outlier model is implemented based on the FinTech model for the evaluation and prediction of the COVID-19 healthcare dataset collected from the IoMT. The proposed MTGPLSTM model comprises of the regression model to predict and evaluate the planning scheme for the prevention of the infection spreading. The developed model performance is evaluated based on the consideration of the different classifiers such as LR, SVR, RFR, LSTM and the proposed MTGPLSTM model and the different size of data as 1GB, 2GB and 3GB is mainly concerned. The comparative analysis expressed that the proposed MTGPLSTM model achieves ~4% reduced MAPE and RMSE value for the worldwide data; in case of china minimal MAPE value of 0.97 is achieved which is ~ 6% minimal than the existing classifier leads.

A study on the CRM strategy for medium and small industry of distribution (중소유통업체의 CRM 도입방안에 관한 연구)

  • Kim, Gi-Pyoung
    • Journal of Distribution Science
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    • v.8 no.3
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    • pp.37-47
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    • 2010
  • CRM refers to the operating activities that always maintain and promote good relationship with customers to ultimately maximize the company's profits by understanding the value of customers to meet their demands, establishing a strategy which may maximize the Life Time Value and successfully operating the business by integrating the customer management processes. In our country, many big businesses are introducing CRM initiatively to use it in marketing strategy however, most medium and small sized companies do not understand CRM clearly or they feel difficult to introduce it due to huge investment needed. This study is intended to present CRM promotion strategy and activities plan fit for the medium and small sized companies by analyzing the success factors of the leading companies those have already executed CRM by surveying the precedents to make the distributors out of the industries have close relation with consumers to overcome their weakness in scale and strengthen their competitiveness in such a rapidly changing and fiercely competing market. There are 5 stages to build CRM such as the recognition of the needs of CRM establishment, the establishment of CRM integrated database, the establishment of customer analysis and marketing strategy through data mining, the practical use of customer analysis through data mining and the implementation of response analysis and close loop process. Through the case study of leading companies, CRM is needed in types of businesses where the companies constantly contact their customers. To meet their needs, they assertively analyze their customer information. Through this, they develop their own CRM programs personalized for their customers to provide high quality service products. For customers helping them make profits, the VIP marketing strategy is conducted to keep the customers from breaking their relationships with the companies. Through continuous management, CRM should be executed. In other words, through customer segmentation, the profitability for the customers should be maximized. The maximization of the profitability for the customers is the key to CRM. These are the success factors of the CRM of the distributors in Korea. Firstly, the top management's will power for CS management is needed. Secondly, the culture across the company should be made to respect the customers. Thirdly, specialized customer management and CRM workers should be trained. Fourthly, CRM behaviors should be developed for the whole staff members. Fifthly, CRM should be carried out through systematic cooperation between related departments. To make use of the case study for CRM, the company should understand the customer and establish customer management programs to set the optimal CRM strategy and continuously pursue it according to a long-term plan. For this, according to collected information and customer data, customers should be segmented and the responsive customer system should be designed according to the differentiated strategy according to the class of the customers. In terms of the future CRM, integrated CRM is essential where the customer information gathers together in one place. As the degree of customers' expectation increases a lot, the effective way to meet the customers' expectation should be pursued. As the IT technology improved rapidly, RFID (Radio Frequency Identification) appears. On a real-time basis, information about products and customers is obtained massively in a very short time. A strategy for successful CRM promotion should be improving the organizations in charge of contacting customers, re-planning the customer management processes and establishing the integrated system with the marketing strategy to keep good relation with the customers according to a long-term plan and a proper method suitable to the market conditions and run a company-wide program. In addition, a CRM program should be continuously improved and complemented to meet the company's characteristics. Especially, a strategy for successful CRM for the medium and small sized distributors should be as follows. First, they should change their existing recognition in CRM and keep in-depth care for the customers. Second, they should benchmark the techniques of CRM from the leading companies and find out success points to use. Third, they should seek some methods best suited for their particular conditions by achieving the ideas combining their own strong points with marketing. Fourth, a CRM model should be developed that will promote relationship with individual customers just like the precedents of small sized businesses in Switzerland through small but noticeable events.

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A study on developing a Learning material Screening system for improving foreign language learning efficiency (외국어학습능률 개선방안을 위한 학습자료 선별 시스템 구축에 관한 연구)

  • Yi, Jae-Il;Han, Jung Soo
    • Journal of Convergence for Information Technology
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    • v.7 no.1
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    • pp.87-92
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    • 2017
  • This paper discusses the possibility of enhancing the efficiency in Second Language Learning with the help of an educational information and content search system that utilizes a Cloud system based Big Data. The proposed system plays a role in tracing the exact information that user request considering the interest, level, and aptitude of each individual. Also, the system screen outs unnecessary learning materials if they do not correspond to the user level which in result is one of the key factor in the proposed system. Since it requires multiple steps of verification in providing the extracted results finding out a way to reduce the steps to shorten the time of process.

Review of the suitability to introduce new identity verification means in South Korea : Focused on Block Chain and FIDO (우리나라의 본인확인수단에 관한 신규 인증수단의 도입 적합성 검토 : Block Chain과 FIDO를 중심으로)

  • Shin, Young-Jin
    • Journal of Convergence for Information Technology
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    • v.8 no.5
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    • pp.85-93
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    • 2018
  • This study investigates the suitability of the blockchain and FIDO among non-face-to-face authentication means in order to secure diversity of identfication means operated in South Korea. In order to do this, the study selected and analyzed seven conformance criteria (universality, persistence, uniqueness, convenience, security, applicability, and economics), and the results were appropriate. Accordingly, in order to apply the blockchain and FIDO as the identification means, the related regulations and notices should be revised to improve the identification procedure. In addition, differentiated certification standards should be established for each service field to apply various authentication means as well as existing identification means, and the authentication means should be continuously developed and linked with the service. In the future, the identification means will bring security of the information circulation environment in the IoT, so it should be implemented in a variety of services by supporting application of identification means.

The Effects of Group Figure Therapy Programs on Psychological Exhaustion and Ego Resilience of Female Counselors (인형치료 집단프로그램이 여성 상담자들의 심리적 소진과 자아탄력성에 미치는 효과)

  • Choi, Jeong-Im
    • Journal of Convergence for Information Technology
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    • v.8 no.5
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    • pp.189-197
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    • 2018
  • The study aims to examine the availability of figure therapy in convergence perspective by verifying the effectiveness of the figure therapy programs on the psychological exhaustion and ego resilience of counselors. For the purpose, this study examine the changes of psychological exhaustion and ego resilience of participated counselors from 11 clients of general counseling center in 2 areas of Gyeonggi through the independent sample t-test and the corresponding sample t-test based on group figure therapy programs. As a result, there was a slight difference in the mean value of psychological exhaustion, and the mean of ego resilience has increased. In addition, the mean value of confidence and interpersonal efficiency, which is a sub factor of ego resilience, has increased and showed statistical significance. Based on the result, the study will be applied as a basic data of developing various figure therapy programs to improve the self resilience of counselors.

Association between Oral Hygiene Status and Self-perception Halitosis in Some University Students (일부 대학생의 구강위생상태와 구취자각의 연관성)

  • Jung, Su-Jin
    • Journal of Convergence for Information Technology
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    • v.10 no.10
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    • pp.227-235
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    • 2020
  • This study was conducted to induce changes in the correct oral hygiene management habits and attitudes of university students by grasping the relationship between oral hygiene status and of self-perception halitosis of university students, and to present basic data to improve oral health. The data survey was conducted on 322 university students under the age of 23 among the participants who visited the department of dental hygiene at K University in Daejeon for practice from September 23, 2019 to December 6, 2019. The degree of dental deposition was grade B, the patient hygiene performance index was 'normal' and the amount of tongue plaque was 'good' the highest, and the factors that were highly related to self-perception halitosis were the amount of tongue plaque and were dental deposits rating and grade. Also, oral hygiene status and self-perception halitosis were correlated with each other, and it was found that oral hygiene status had an important effect on self-perception halitosis. Therefore, it is necessary to actively develop interesting and practical oral health care programs and publicity plans so that the quality of life of oral health for university students can be improved.

The Effect of Academic Self-efficacy and Subjective happiness and Academic Resilience Dental Hygiene Student (치위생 전공 학생의 학업적 자기효능감, 주관적 행복감이 학업탄력성에 미치는 영향 요인)

  • Kim, Da-Hui
    • Journal of Convergence for Information Technology
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    • v.10 no.10
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    • pp.246-252
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    • 2020
  • In this study, we surveyed the students enrolled in the dental hygiene program to identify how academic self-efficacy and subjective happiness affect academic resilience and, therefore, to help in guidance and adaptation to college life for dental hygiene students. We conducted the self-administered survey by randomized inclusion of dental hygiene students from Daejeon and South Chungcheong Province. A total of 175 students were finally analyzed. The study result showed that subjective happiness and academic self-efficacy were the factors that affected academic resilience and explanatory power accounting for 25.6%. This study has provided a foundational basis for the development of programs to enhance students' adaptation to college life by providing guidance for dental hygiene students and suggesting factors related to adaptation to college life.

Self-Perception Halitosis of Firefighters and the Halitosis-Relevant Fused Factors (소방공무원의 구취자각과 관련 융합요인)

  • Lee, Mi-Ra;Jung, Su-Jin;Ji, Min-Gyeong
    • Journal of Convergence for Information Technology
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    • v.7 no.3
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    • pp.37-46
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    • 2017
  • The purpose of this study was to determine halitosis perception status of firefighters and identify the factors related to halitosis; for this purpose, a survey was conducted in 241 firefighters in Daejeon, obtaining the following results: First. The higher level of smoking and alcohol intake, the more likely to perceive halitosis; all of those with a general disease perceived halitosis; and the more stress, the more likely to perceive halitosis. Second, The respondents who brushed their teeth three times a day, who spent 1~2 minutes in brushing their teeth, who failed to wash their tongue, and who had never received oral health education were most likely to perceive halitosis. And third. such factors as age, the amount of tongue coating, and dry mouth affected halitosis perception status. Firefighters' halitosis perception is related to several factors. For this reason, emphasis is placed on the need to develop a program for helping firefighters prevent halitosis and remove oral symptoms and to give education for good oral health management.

A Study on gateway authentication protocol in IoT (IoT에서 게이트웨이에 대한 인증 프로토콜에 관한 연구)

  • Lee, Jae-Young
    • Journal of Convergence for Information Technology
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    • v.7 no.3
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    • pp.91-96
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    • 2017
  • IoT which is an abbreviation of Internet of Things refers to the communication network service among various objects such as people-people, objects-objects interconnection. The characteristic of IoT that enables direct connection among each device makes security to be considered as more emphasized factor. Though a security module such as an authentication protocol for resolving various security problems that may occur in the IoT environment has been developed, some weak points in security are still being revealed. Therefore, this paper proposes a method for including a protocol including gateway authentication procedure and mutual authentication between the devices and gateways. Protocols with additional authentication procedures can appropriately respond to attackers' spoofing attacks. In addition, important information in the message used for authentication process is protected by encryption or hash function so that it can respond to wiretapping attacks.

The Effects of Subjective Oral Health Status and Health Practice Behavior on Oral Health-Related Self-Efficacy in Adults (성인의 주관적 구강 건강 상태와 건강 실천행위가 구강 건강 관련 자기효능감에 미치는 영향)

  • Heo, Seong-Eun
    • Journal of Convergence for Information Technology
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    • v.10 no.5
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    • pp.168-176
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    • 2020
  • In order to investigate the effects of subjective oral health status and health practice behavior on oral health-related self-efficacy in adults, a survey was conducted in adults living in Busan and analyzed using the SPSS 21.0 program. The better the subjective oral health status, brushing-related self-efficacy and oral health management self-efficacy were significantly higher. The better the health practice behavior, brushing-related self-efficacy and oral health management self-efficacy were significantly higher. The better the subjective oral health status, the more positively it affected oral health-related self-efficacy. The implementation of health practice behavior in order of exercise, health responsibility implementation, and smoking showed a positive effect on oral health-related self-efficacy. Therefore, we hope that the results of this study are used as fundamental data for development of continued oral health programs converging systemic and oral health and contribute to the promotion of comprehensive and oral health in adults.