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A Study on Application of Machine Learning Algorithms to Visitor Marketing in Sports Stadium (기계학습 알고리즘을 사용한 스포츠 경기장 방문객 마케팅 적용 방안)

  • Park, So-Hyun;Ihm, Sun-Young;Park, Young-Ho
    • Journal of Digital Contents Society
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    • v.19 no.1
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    • pp.27-33
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    • 2018
  • In this study, we analyze the big data of visitors who are looking for a sports stadium in marketing field and conduct research to provide customized marketing service to consumers. For this purpose, we intend to derive a similar visitor group by using the K-means clustering method. Also, we will use the K-nearest neighbors method to predict the store of interest for new visitors. As a result of the experiment, it was possible to provide a marketing service suitable for each group attribute by deriving a group of similar visitors through the above two algorithms, and it was possible to recommend products and events for new visitors.

An Experimental Study of Fatigue and Static Behavior for Composite Deck Member (복합재료 바닥판 부재의 정적 및 피로거동에 관한 시험적 연구)

  • Kim, Doo-Hwan;Kim, Young-Chan
    • Journal of the Korean Society of Hazard Mitigation
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    • v.11 no.2
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    • pp.15-21
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    • 2011
  • It is required to accumulate experimental datum that make the theories easy to general technicians in order to use composite material widely on construction field. Therefore, we intend to present base technologies that evaluate static and fatigue performance according to the FRP deck section and offer the basis datum for FRP deck analyses and the design standards. As results of static tests, it can be shown that specimen with fabric direction has higher rigidity than that with normal to fabric direction and convergence for the datum. Due to this reason, it has more stable behavior by structural characteristics of matrix arrangement during destruction. For the fatigue tests, we found that by increasing the number of test repetition, test specimen with fabric direction had an crack just before the destruction, and the contact surface was detached.

Multi Strategy Management System Financial Investment Case Study: Focused on E Securities Company Prop Trading (Multi Strategy 운용 체계 금융 투자 사례연구: E증권사 Prop Trading을 중심으로)

  • Lee, Joo Han;Park, Tae Hyun;Oh, Kyung Joo
    • Knowledge Management Research
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    • v.22 no.1
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    • pp.21-37
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    • 2021
  • The purpose of this study is to explore financial investment knowledge related to multi-strategy, which is not generally shared. Through case studies, we will share it with the domestic hedge fund market. Since the era of full-fledged private equity hedge funds in Korea opens, many funds are created; however, reality is that there is a lack of diversity in strategies. Initially, it started with a simple stock long/short strategy, and various strategies such as mezzanine and alternative investments are in use but funds using multi-strategy are limited. This study aims to present an empirical application plan for hedge fund management strategies using a case study. It will specifically focus on process of achieving Absolute Return using the Multi Strategy technique actively used in securities firms' Prop Trading. With the results of this study, we intend to contribute to those fund managers and desired researchers who are utilizing multiple strategies in the hedge fund management to pursue Absolute Return and to help them strengthening their financial knowledge and competitiveness.

Development of Fast Posture Classification System for Table Tennis Robot (탁구 로봇을 위한 빠른 자세 분류 시스템 개발)

  • Jin, Seongho;Kwon, Yongwoo;Kim, Yoonjeong;Park, Miyoung;An, Jaehoon;Kang, Hosun;Choi, Jiwook;Lee, Inho
    • The Journal of Korea Robotics Society
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    • v.17 no.4
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    • pp.463-476
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    • 2022
  • In this paper, we propose a table tennis posture classification system using a cooperative robot to develop a table tennis robot that can be trained like a real game. The most ideal table tennis robot would be a robot with a high joint driving speed and a high degree of freedom. Therefore, in this paper, we intend to use a cooperative robot with sufficient degrees of freedom to develop a robot that can be trained like a real game. However, cooperative robots have the disadvantage of slow joint driving speed. These shortcomings are expected to be overcome through quick recognition. Therefore, in this paper, we try to quickly classify the opponent's posture to overcome the slow joint driving speed. To this end, learning about dynamic postures was conducted using image data as input, and finally, three classification models were created and comparative experiments and evaluations were performed on the designated dynamic postures. In conclusion, comparative experimental data demonstrate the highest classification accuracy and fastest classification speed in classification models using MLP (Multi-Layer Perceptron), and thus demonstrate the validity of the proposed algorithm.

Deconstruction Characteristics in Fashion Brand YouTube Campaign (패션 브랜드 유튜브 캠페인에 나타난 해체주의적 특성)

  • Youngjae Lee
    • Journal of Fashion Business
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    • v.27 no.3
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    • pp.35-49
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    • 2023
  • The purpose is to derive its aesthetic characteristics by objectifying the visual image of the YouTube campaign into adjectives. As a result, we intend to identify advertising strategies that use them as basic data for setting fashion design concepts. A group of experts in fashion majors watched each of them, wrote adjectives, and collected 75 adjectives. By analyzing the frequency of adjectives, aesthetic characteristics were derived with adjectives recording the upper number of times, and the results were obtained that they had the characteristics of deconstruction. The conclusions of this study are as follows. First, Tamburin's Jenny appeared to be strange, scary, rambling and charming. Among the internal meanings of deconstruction due to spatial, social, and psychological distance from consumers, it can be said that T.P.O's mutual textuality and play of interaction. Second, Gucci Cruise be chosen rural, strange, wild, unharmonious, and difficult, which is a mixture of intertextuality and play of T.P.O. Third, The Excise Gucci Campaign parodies that juxtaposes six films directed by Stanley Kubrick, making them strange, retro, difficult, interesting, and wrong. Deconstructionist de-genre and de-boundary Fourth, Kenzo World is weird, dynamic, wrong, difficult, difficult, and confused, which correspond to T.P.O's interactive textuality, play of the second half, and destruction and decomposition among the external expressions of deconstruction. Fifth, Burberry Hero emphasized the aesthetic value of traditional men, so it was ostensibly wild, free, powerful, sensual, and fantastic. Compared to the lifestyle of men who usually work at work, this corresponds to play of second best.

Development of proton test logic of RFSoC and Evaluation of SEU measurement (RFSoC의 양성자 시험 로직 개발 및 SEU 측정 평가)

  • Seung-Chan Yun;Juyoung Lee;Hyunchul Kim;Kyungdeok Yu
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.1
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    • pp.97-101
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    • 2024
  • In this paper, we present the implementation of proton beam irradiation test logic and test results for Xilinx's RFSoC FPGA. In addition to the FPGA function, RFSoC is a chip that integrates CPU, ADC, and DAC and is attracting attention in the defense and space industries aimed at reducing the size of the chip. In order to use these chips in a space environment, an analysis of radiation effects was required and radiation mitigation measures were required. Through the proton irradiation test, the logic to measure the radiation effect of RFSoC was designed. Logic for comparing values stored in memory with normal values was implemented, and protons were irradiated to RFSoC to measure SEU generated in the block memory area. To alleviate the occurrence of SEU in other areas, TMR and SEM were applied and designed. Through the test results, we intend to verify this test configuration and establish an environment in which logic design for satellites can be verified in the future.

Android Application for Increased Travel Convenience <Korea Travel Review Application> (여행 편의성 증진을 위한 어플리케이션 <한국 여행 리뷰 어플리케이션>)

  • GeonHee Lee;JuHak Lee;MinGyu Yang;SuChan Seo
    • Journal of Digital Convergence
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    • v.21 no.3
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    • pp.23-31
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    • 2023
  • As COVID-19 is nearing the end, the travel industry is gradually picking up steam as the attention of those who have not traveled in nearly a few years is drawn back to travel. Accordingly, we intend to develop a travel-related application to help with travel. According to the current trend of SNS, this application provides a review function as the main function. In addition, travel records can be stored through the gallery, and the route to the destination can be conveniently viewed through navigation. People usually use multiple applications at the same time depending on their purpose when traveling. This project aims to improve convenience by developing applications that combine various functions to eliminate such hassle. The development tool uses Android Studio.

Association of Sleep Quality and Chronotype with Nutritional Quotient according to Sasang Constitution (사상체질에 따른 수면의 질, 수면 일주기 유형과 영양상태와의 관련성)

  • Kyoungsik Jeong;Siwoo Lee;Jieun Kim;Sueun Lim;Younghwa Baek
    • Journal of Sasang Constitutional Medicine
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    • v.36 no.2
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    • pp.27-38
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    • 2024
  • Objectives The purpose of this study was to compare sleep quality and chronotype by Sasang constitution and examine the relationship with nutritional status. Methods This study used 672 follow-up data from the Korean Medicine Daejeon Citizen Cohort study (KDCC). Demographic, Sasang constitution, sleep quality, chronotype, and nutritional status evaluation were conducted based on questionnaires. Multiple linear regression analysis was used to confirm the relationship between sleep quality and chronotype according to Sasang constitution and nutritional status. Results The relationship between sleep quality and chronotype by Sasang constitution and nutritional status is that Taeeum nutritional index is related to sleep quality (adj. B = -0.46, 95% CI = -0.79 ~ -0.12) and chronotype (adj. B = 0.38, 95% CI = 0.24 ~ 0.52), and Soeum and Soyang showed an association between nutritional indices only in chronotype (adj. B = 0.43, 95% CI = 0.23 ~ 0.63 in SE, adj. B = 0.55, 95% CI = 0.38 to 0.73 in SY). Conclusions This study confirmed the relationship between sleep quality and chronotype and healthy eating habits. For a balanced nutritional status, overall sleep management is necessary. Based on the results of this study, we intend to use it as basic data on the impact of the relationship between nutritional status and chronotype by Sasang constitution on health.

TRIZ-based Real Problem Definition Process (트리즈 기반의 진짜문제 정의 프로세스)

  • Kim, Eun-Gyung
    • The Journal of Korean Institute for Practical Engineering Education
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    • v.1 no.1
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    • pp.1-6
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    • 2009
  • Traditionally engineers' main roles are concentrated on solving any given problems and engineering education has emphasized problem solving ability. Therefore engineers intend to solve easily perceived problems with their knowledge and experience instead of trying to analyze the given problems thoroughly and to define real problems, and go through lots of trial and error. So, engineers require the ability to define real problems accurately before trying to solve the problems. This study proposes a real problem definition process using visualization of a core zone and TRIZ concepts such as contradictions and IFR(Ideal Final Result) in order to define real problems with minimum trial and error. TRIZ is the theory of inventive problem solving and was developed by a Soviet engineer and researcher Genrich Altshuller from 1946. Nowadays many industries use TRIZ and its effectiveness was already proved by lots of real problem solving in various areas. Therefore TRIZ might be very effective tool for developing students' inventive thinking ability in engineering education.

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A Study on Requirements Analysis for Obtaining Intrinsic Safety Certification (본질안전인증 취득을 위한 요구조건 분석에 관한 연구)

  • Oh, Kyutae
    • Journal of the Institute of Electronics and Information Engineers
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    • v.54 no.1
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    • pp.147-151
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    • 2017
  • Areas of concentrations that can be exploited at all times, such as gas reservoirs in crude oil tanks, are called zero zones. In order to use various equipment in Zone 0, an intrinsically safe certification must be obtained that can guarantee that sparks will not occur in nature. Most devices that acquire intrinsic safety certification are mostly simple single-component devices or devices. In this study, it was a very difficult process because we intend to acquire the intrinsic safety certification of an electronic circuit including an ultrasonic generator and a microcontroller in which hundreds of components are mounted on a PCB substrate. Through this study, we have been able to understand how to design a circuit for intricate intrinsic safety certification. and Using the results of this study, it will be easier to design intrinsically safe circuits when trying to develop a circuit that can obtain intrinsic safety certification.