• Title/Summary/Keyword: Core affect

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Research on Stock price prediction system based on BLSTM (BLSTM을 이용한 주가 예측 시스템 연구)

  • Hong, Sunghyuck
    • Journal of the Korea Convergence Society
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    • v.11 no.10
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    • pp.19-24
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    • 2020
  • Artificial intelligence technology, which is the core of the 4th industrial revolution, is making intelligent judgments through deep learning techniques and machine learning that it is impossible to predict if it is applied to stock prediction beyond human capabilities. In US fund management companies, artificial intelligence is replacing the role of stock market analyst, and research in this field is actively underway. In this study, we use BLSTM to reduce errors that occur in unidirectional prediction of the existing LSTM method, reduce errors in predictions by predicting in both directions, and macroscopic indicators that affect stock prices, namely, economic growth rate, economic indicators, interest rate, analyze the trade balance, exchange rate, and volume of currency. To help stock investment by accurately predicting the target price of stocks by analyzing the PBR, BPS, and ROE of individual stocks after analyzing macro-indicators, and by analyzing the purchase and sale quantities of foreigners, institutions, pension funds, etc., which have the most influence on stock prices.

Implementation of the Container ISO Code Recognition System for Real-Time Processing (실시간 처리를 위한 컨테이너 ISO코드 인식시스템의 구현)

  • Choi Tae-Wan
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.10 no.8
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    • pp.1478-1489
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    • 2006
  • This paper describes system to extract ISO codes in container image. A container ISO code recognition system for real-time processing is made of 5 core parts which are container ISO code detection and image acquisition, ISO code region extraction, individual character extraction, character recognition and database. Among them, the accuracy of ISO code extraction can affect significantly the accuracy of system recognition rate, and also the more exact extraction of ISO code is required in various weather and environment conditions. The proposed system produces binary of the ISO code's template lesions using an adaptive thresholding, extracts candidate regions containing distribution of ISO code, and recognizes ISO codes as detecting a final region through the verifications by using character distribution characteristics of ISO code among the extracted candidates. Experimental results reveal that ISO codes can be efficiently extracted by the proposed method.

A Case Study on Construction of Tunnel Crossed by Abandoned Tunnel (터널 갱구부 폐터널 교차구간 시공사례)

  • Ra, Seung-Hoon;Kim, Dong-Hyun;Lee, Sang-Pil;Lee, Hun-Yeon;Jeong, Se-Heon
    • Proceedings of the Korean Geotechical Society Conference
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    • 2006.10a
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    • pp.56-65
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    • 2006
  • As portions(28m) of the designed tunnel was crossing the abandoned tunnel, methods for safe construction were demanded. The level of the abandoned tunnel and the designed tunnel was almost same and each tunnel was crossing at an angle of about 40 degrees. Therefore the abandoned tunnel would adversely affect the stability of the designed tunnel. Some sections of the abandoned tunnel passes through the designed tunnel wall were fully filled with tunneling spoil and cement milk grouting to increase tunnelling stability. By checking physical properties of grouting cores drilled at the cross section of the designed tunnel and the abandoned tunnel, the quality of material filled in the abandoned tunnel was confirmed. Also the stability of the designed tunnel was checked by the monitoring during excavation of the tunnel.

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An Experimental Study on the Design Parameters of the Dashpot type MR fluid mount (대시포트형 MR유체 마운트의 설계 인자에 대한 실험적 고찰)

  • Park, Woo-Cheul;Kim, Il-Gyoum;Lee, Hyun-Chang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.12
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    • pp.3567-3573
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    • 2009
  • This research proposed a dashpot type mount design using MR fluids, and investigated experimentally the influence of the design parameters of the dashpot MR fluid mount, which affect the damping forces of the dashpot MR fluid mount. In order to observe the influence, the dashpot MR fluid mount which have the different effective length and the core structure is manufactured. The variations of the resistance forces according to different effective lengths of the magnetic pole of MR fluid mount, along which magnetic field is defined, was investigated. It was founded that the resistance forces from the MR mount decreased with increased input frequencies, while increased with increased applied electric current intensities. Nevertheless, there is no appreciable change in the resistance forces with respect to the effective length variations of the magnetic pole of MR fluid mount.

The Effects of Perceived Inward Internationalization on Global Brand Attitude (내향적 국제화 인식정도가 글로벌 브랜드 태도에 미치는 영향에 관한 연구)

  • Lee, Han-Suk
    • The Journal of the Korea Contents Association
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    • v.14 no.5
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    • pp.322-331
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    • 2014
  • The objective of this study is to examine the effect of regional globalization and its impact to globalized company. As emerging markets evolve from the periphery to the core of marketing practice, we will need to figure out their unique characteristics. Emerging markets are distinctly different from mature markets. Because of market heterogeneity it is important to segment customer and find out their characteristics for the companies. In this research we explores how inward internationalization, susceptibility to global consumer culture affect consumer's brand attitude and adoption of global brand. This study examines various strategic issues in the context of China. The result suggest that inward internationalization is an antecedent factor of susceptibility to global consumer culture and also influence to brand attitude and brand adoption positively. Several implications for Korean content providing companies and marketing strategies are discussed.

Impact of Obesity on Health-Related Quality of Life among Children (비만이 소아의 삶의 질에 미치는 영향)

  • Kwon, Yon Jung;Jeong, Jo Eun;Huh, Hyu Jung;Cho, Hyun;Kim, Dai Jin
    • Korean Journal of Biological Psychiatry
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    • v.22 no.3
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    • pp.128-134
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    • 2015
  • Objectives To examine the relationship between health-related quality of life (HRQoL) and body mass index (BMI) of obese children. Methods This cross-sectional study included 387 children. HRQoL was measured with the PedsQLTM 4.0 Generic Core Scale. BMI was classified according to the World Health Organization Asia-Pacific obesity guidelines. Psychosocial factors (body image, self-esteem, and depression/anxiety) were also measured. Data were analyzed using one-way analysis of variance, Pearson's correlation and Path analysis. Results Obese participants reported lower score for physical evaluation, self-esteem, appearance evaluation component of body image, total HRQoL score, and physical/emotional/social function components of HRQoL ; they reported higher score for depression/anxiety. In addition, results indicated that as BMI increased, appearance evaluation, total HRQoL score, and social function component of HRQoL dropped. Path analysis revealed that BMI did not directly affect HRQoL ; however, BMI directly affects body image and self-esteem, indirectly mediates depression/anxiety, and thereby impacts on an individual's HRQoL. Conclusions Body image and self-esteem, rather than BMI itself, have more influence on HRQoL. This reinforces the importance of therapeutic intervention to enhance body image and self-esteem among obese children.

A Study on the Damage Range of Chemical Leakage in Polysilicon Manufacturing Process (폴리실리콘 제조 공정에서 화학물질 누출 시 피해범위에 관한 연구)

  • Woo, Jongwoon;Shin, Changsub
    • Journal of the Korean Institute of Gas
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    • v.22 no.4
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    • pp.55-62
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    • 2018
  • There is growing interest in solar power generation due to global warming. As a result, demand for polysilicon, which is the core material for solar cells, is increasing day by day. As the market grows, large and small accidents occurred in the production process. In 2013, hydrochloric acid leaked from the polysilicon manufacturing plant in SangJu. In 2014, a fire occurred at a polysilicon manufacturing plant in Yeosu, and in 2015, STC(Silicon Tetrachloride) leaked at a polysilicon manufacturing plant in Gunsan City. Leakage of chemicals in the polysilicon manufacturing process can affect not only the workplace but also the surrounding area. Therefore, in this study, we identified the hazardous materials used in the polysilicon manufacturing process and quantitatively estimate the amount of leakage and extent of damage when the worst case scenario is applied. As a result, the damage distance by explosion was estimated to be 726 m, and the damage distance to toxicity was estimated to be 4,500 m. And, if TCS(Trichlorosilane), STC(Silicon Tetrachloride), DCS(Dichlorosilane) leaks into the air and reacts with water to generate HCl, the damage distance is predicted to 5.7 km.

How Educational Satisfaction and Relational Support Affect Self-Efficacy and Entrepreneurship of Korean Secondary School Students (교육만족도와 관계적 지원이 한국 고등학교학생들의 자기효능감과 기업가정신에 미치는 영향에 관한 연구)

  • Yang, Jun-Hwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.11
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    • pp.573-583
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    • 2017
  • The purpose of this study is to ascertain the effect of both educational satisfaction and relational support on the self-efficacy of secondary school students and then eventually on their entrepreneurship. Testing self-efficacy as a mediator is another aim of this study. The findings indicated that both educational satisfaction and relational support have positive relationships with the self-efficacy of students. Self-efficacy also had a positive impact on entrepreneurship. The core part of this study focuses on the role of both educational satisfaction and relational support in fostering the self-efficacy and entrepreneurship of secondary school students. These results can serve as practical guidance when making decisions regarding the adequate pedagogy for secondary school students in order to promote entrepreneurship among the adolescents.

The Influence of Sales-force System on Salesperson's Job Attitude and Sales Performance (영업통제시스템이 판매사원의 직무태도와 판매성과에 미치는 영향)

  • YI, Ho-Taek;YU, Jung-Rim
    • Journal of Distribution Science
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    • v.17 no.11
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    • pp.81-92
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    • 2019
  • Purpose: The salesperson, the core of the operating activities, plays the role of connecting the inside and outside of the company, representing the company to the consumer and identifying and responding to the customer's needs. The department store industry is the most representative retail industry in South Korea, and competition among its peer group and industry is intensifying, requiring differentiated service sales activities and performance from its employees. This study divided the sales force system into activity control(process-oriented control) and output control(performance-oriented control) and verified the differential impact on the job attitude of the salesperson (e.g., job satisfaction and burn-out), respectively. In addition, the effect of job satisfaction and burn-out of the salesperson on the job performance were checked. Research design, data, and methodology: The survey was conducted on 200 sales people working at five branch stores of Hyundai department store in Seoul, and 194 of them were analyzed. The reliability and validity of the variables were analyzed and hypotheses were verified through the SEM. Results: Results have shown that activity control has a greater impact on burn-out compared to output control, and output control has a greater impact on job satisfaction compared to activity control. It has been shown that the salesperson's burn-out does not affect sales performance, but that job satisfaction has a positive effect on sales performance. Conclusions: This study examines the effect of sales force management system such as activity control and output control, on the job attitude and sales performance in department stores. According to the results of this research, each of two control systems have a discriminatory effect on the job attitude variables. For the sales managers of department store, it is recommended to increase the efficiency of sales management by increasing the use of outcome control compared to activity control.

Effects of Customers' Perceived Service Justice in Membership Discount on Customer's Satisfaction and Relationship Quality in Deluxe Hotel (특급호텔 고객의 서비스 공정성 인식이 고객만족과 관계품질에 미치는 영향 -서울지역 특1등급 호텔 중심으로-)

  • Park, Jeong-Joon
    • Journal of Convergence for Information Technology
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    • v.8 no.1
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    • pp.265-274
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    • 2018
  • This paper examines the critical role of customers' perceived service justice in relationship hotel marketing and service. Three types of service justice, distributive justice, procedural justice, and interactional justice are proposed to affect both customer satisfaction and trust, and customer service satisfaction is likely to take effects on relationship quality variables, trust and commitment. Empirical results, based on data from 250 customers of two membership discount deluxe hotel in Seoul, showed satisfactory data-fitness to the proposed model and supported seven research hypotheses. Interactional justice was found to have significant relationship with both trust and customer satisfaction, while distributive justice had significant relationship with trust and procedural justice with customer satisfaction. Also, the customer satisfaction had strong relationship with core variables of relationship quality (trust and commitment) and the trust variable was found to be a powerful antecedent leading to customer's commitment to service organization.