• 제목/요약/키워드: Convergence technologies

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Comparative Evaluation of Machine Learning Models for Predicting Soccer Injury Types

  • Davronbek Malikov;Jaeho Kim;Jung Kyu Park
    • 한국산업융합학회 논문집
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    • 제27권2_1호
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    • pp.257-268
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    • 2024
  • Soccer is type of sport that carries a high risk of injury. Injury is not only cause in the unlucky soccer carrier and also team performance as well as financial effects can be worse since soccer is a team-based game. The duration of recovery from a soccer injury typically relies on its type and severity. Therefore, we conduct this research in order to predict the probability of players injury type using machine learning technologies in this paper. Furthermore, we compare different machine learning models to find the best fit model. This paper utilizes various supervised classification machine learning models, including Decision Tree, Random Forest, K-Nearest Neighbors (KNN), and Naive Bayes. Moreover, based on our finding the KNN and Decision models achieved the highest accuracy rates at 70%, surpassing other models. The Random Forest model followed closely with an accuracy score of 62%. Among the evaluated models, the Naive Bayes model demonstrated the lowest accuracy at 56%. We gathered information about 54 professional soccer players who are playing in the top five European leagues based on their career history. We gathered information about 54 professional soccer players who are playing in the top five European leagues based on their career history.

창의적 전파이용을 위한 전파정책 분석 (Analysis of Radio Spectrum Policy for the Creative Usage of Radio Waves)

  • 김창주
    • 한국전자파학회논문지
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    • 제25권8호
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    • pp.828-837
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    • 2014
  • 전파기술의 눈부신 발달에 따라 무선통신 기술은 물론 전파와 타 산업의 융합 기술 개발이 매우 활발히 진행되고 있다. 본 논문에서는 소형 셀 기술과 인지 무선 기술의 발전에 따른 전파정책의 변화를 살펴보고, 이를 토대로 창의적 전파이용을 위한 주파수 정책과 기술 개발 방향을 분석한다. 특히 개방형 전파정책의 확대를 위한 전파정책 방안의 제시와 함께 이에 따른 간섭관리 방안, 그리고 관련 전파법의 개선 방안을 제안한다.

Zoomable User Interface를 이용한 햅틱 기술 기반 소형장비 사용자 인터페이스 설계 및 구현 (A Design and Implementation of Haptics Small Device User Interface using Zoomable User Interface)

  • 염세훈
    • 디지털산업정보학회논문지
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    • 제5권3호
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    • pp.47-57
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    • 2009
  • Computing environments are being more and more various due to the development of technologies. While existing computing environments used for fixed locations or particular purposes by requesting big scale monitors or complicate calculation performance, recent computing environments are used for a variety of locations and for a diversity of purposes by using various devices. Because of the needs, digital device convergence, which emphases portability and mobility, came out. However, almost researches for user interface are performed for big scale monitors or complicate calculation performance until now. By the reason, user interface on each small device is different from others, or is not appropriate for the purpose of small device. Therefore, this research is to design Zoomable User Interface (ZUI) that adapts for small devices by adding the existing user interface on small devices and haptic technologies, and to implement a user interface for PDA devices.

On a Model of Forming the Optimal Parameters of the Recognition Algorithms

  • Hudayberdiev, Mirzaakbar Kh.;Akhatov, Akmal R.;Hamroev, Alisher Sh.
    • Journal of information and communication convergence engineering
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    • 제9권5호
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    • pp.607-609
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    • 2011
  • In this work, we present solutions of two problems. First, the representation of pattern recognition problem in the standard $T_{nml}$ table of the algorithm estimate calculation was considered. Second, the problem of finding the model, consisting of the optimal parameters of an algorithm was considered. Such procedure is carried out by the selection optimal values of the parameters of extreme algorithms. This serves to reduce the number of calculations in the algorithms of estimate calculation and to increase the quality of recognition process. The algorithmic data base of the developed system was based on mathematical apparatus of pattern recognition.

Technology and Standardization in Telematics: Telematics Reference Model

  • Kim K. H.;Jang J. A.;Han E. Y.
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2004년도 Proceedings of ISRS 2004
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    • pp.87-90
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    • 2004
  • Telematics is an emerging industrial field made up of the convergence of technologies. The key technologies for Telematics are server-side technology, terminal-side technology, communication-related technology, and positioning technology. Standardization in Telematics is now getting more notice these days. Domestic situation is explained for several related facilities such as ETRI, TTA, and Telematics Standardization Forum. In this paper, we will focus especially on the standard reference model that is the most fundamental framework of Telematics technology standardization. In the reference model, the Telematics system is composed of Telematics client part, communication part, and Telematics server part. The Telematics client part consists of terminal, positioning device, and car electronic devices. Communication part can be composed of various telecommunication channels such as CDMA, WLAN, DMB, WiBro, etc. which can guarantee the seamless two-way communication. Telematics server part is composed of TSP(Telematics Service Provider) server and CP(Contents Provider) servers gathering and managing the various Telematics services. This Telematics reference model is expected to be utilized as the base architecture in developing the technology and standards from now on.

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빅데이터를 위한 가치사슬 설계 (Modeling of Value Chain for Big Data)

  • 이상원;박승범;이주민;안현섭;최용구
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2015년도 제51차 동계학술대회논문집 23권1호
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    • pp.277-278
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    • 2015
  • The volume sub-challenge requires novel approaches, often referred to as Big Data technologies and methodologies. Data is generated constantly in an ever growing number of places and by an ever growing number of actors while a large proportion of potentially re-usable data resides within silos within institutions or companies. These are needed when conventional database technologies cannot be applied to storage and computing issues. The issue of big data has been referred to as the next frontier in computing. In this paper, we research on factors to design an organizational value chain for Big Data.

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기술경영(MOT) 기반의 건설기술부문 최적화 기획 및 통합관리 시스템 구축에 대한 연구 (Management of Technology(MOT)-based Optimization Technology Sector Planning and the Construction of an Integrated Management System for Building Research)

  • 김대건;정신영
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2014년도 춘계 학술논문 발표대회
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    • pp.190-191
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    • 2014
  • Recent construction sector integration and fusion technologies in various areas of research and planning systemis being maintained by the system. Past experience of conservative management in this emerging technology-driven business management through the convergence of various technologies and to find synergies to secure the future of construction technology because it is a need. The purpose of this study is builton the basis of technical and Technology Management Contact optimized system for integrated management of the area you want to build.

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Unlicensed Spectrum as a Source of Innovation Applicability in the Republic of Kazakhstan

  • Abishev, Olzhas;Lee, Joon-Won
    • Journal of information and communication convergence engineering
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    • 제7권2호
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    • pp.87-91
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    • 2009
  • Over the past several years both licensed and unlicensed services and devices have enjoyed extensive growth in the wireless marketplace. In some urban areas in the Kazakhstan, the penetration rate of licensed cellular and PCS services is more than 60%. Similarly, the use of unlicensed wireless local area network technologies has grown significantly as these systems have been deployed in homes, offices, and 'hot spots' in restaurants, hotels, public meeting areas, etc. As more services are wirelessly enabled and as technologies continue to evolve, the demand for new spectrum for commercial services will also continue to increase. Thus, the appropriate regulatory models for future spectrum allocations will continue to be debated throughout the wireless industry.

A Study on Intelligent Edge Computing Network Technology for Road Danger Context Aware and Notification

  • Oh, Am-Suk
    • Journal of information and communication convergence engineering
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    • 제18권3호
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    • pp.183-187
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    • 2020
  • The general Wi-Fi network connection structure is that a number of IoT (Internet of Things) sensor nodes are directly connected to one AP (Access Point) node. In this structure, the range of the network that can be established within the specified specifications such as the range of signal strength (RSSI) to which the AP node can connect and the maximum connection capacity is limited. To overcome these limitations, multiple middleware bridge technologies for dynamic scalability and load balancing were studied. However, these network expansion technologies have difficulties in terms of the rules and conditions of AP nodes installed during the initial network deployment phase In this paper, an intelligent edge computing IoT device is developed for constructing an intelligent autonomous cluster edge computing network and applying it to real-time road danger context aware and notification system through an intelligent risk situation recognition algorithm.

Genetically Engineered Mouse Models for Drug Development and Preclinical Trials

  • Lee, Ho
    • Biomolecules & Therapeutics
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    • 제22권4호
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    • pp.267-274
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    • 2014
  • Drug development and preclinical trials are challenging processes and more than 80% to 90% of drug candidates fail to gain approval from the United States Food and Drug Administration. Predictive and efficient tools are required to discover high quality targets and increase the probability of success in the process of new drug development. One such solution to the challenges faced in the development of new drugs and combination therapies is the use of low-cost and experimentally manageable in vivo animal models. Since the 1980's, scientists have been able to genetically modify the mouse genome by removing or replacing a specific gene, which has improved the identification and validation of target genes of interest. Now genetically engineered mouse models (GEMMs) are widely used and have proved to be a powerful tool in drug discovery processes. This review particularly covers recent fascinating technologies for drug discovery and preclinical trials, targeted transgenesis and RNAi mouse, including application and combination of inducible system. Improvements in technologies and the development of new GEMMs are expected to guide future applications of these models to drug discovery and preclinical trials.