• Title/Summary/Keyword: Reward rate

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Scheduling of Wafer Burn-In Test Process Using Simulation and Reinforcement Learning (강화학습과 시뮬레이션을 활용한 Wafer Burn-in Test 공정 스케줄링)

  • Soon-Woo Kwon;Won-Jun Oh;Seong-Hyeok Ahn;Hyun-Seo Lee;Hoyeoul Lee; In-Beom Park
    • Journal of the Semiconductor & Display Technology
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    • v.23 no.2
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    • pp.107-113
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    • 2024
  • Scheduling of semiconductor test facilities has been crucial since effective scheduling contributes to the profits of semiconductor enterprises and enhances the quality of semiconductor products. This study aims to solve the scheduling problems for the wafer burn-in test facilities of the semiconductor back-end process by utilizing simulation and deep reinforcement learning-based methods. To solve the scheduling problem considered in this study. we propose novel state, action, and reward designs based on the Markov decision process. Furthermore, a neural network is trained by employing the recent RL-based method, named proximal policy optimization. Experimental results showed that the proposed method outperformed traditional heuristic-based scheduling techniques, achieving a higher due date compliance rate of jobs in terms of total job completion time.

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Moderating Effect of Self-efficacy between Convergence-type Job Insecurity and Organizational Citizen Behavior (융복합형 직무불안정성과 조직시민행동간 자기효능감의 조절효과)

  • Han, Jin-Hwan
    • Journal of Digital Convergence
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    • v.14 no.5
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    • pp.237-245
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    • 2016
  • Anxiety for employment of workers has been increased due to rapid change of management environment, which tends to increase psychological instability on the job of all workers. Accordingly, this study examined the moderating effect of self-efficacy between job instability and organizational citizenship behavior. The research subjects were employees of small and medium companies in the manufacturing industry in Daejeon-si, Sejong-si and Chungcheongnam-do and Chungcheongbuk-do. 500 sheets of the questionnaire were distributed from August 5, 2015 to August 30, 2015. Among them, 321 were collected with 64.2% of the response rate. Total 312 sheets were used for analysis excluding 9 sheets with incomplete answers. The results are as follows. Firstly, it proved that job instability had negative (-) effect on organizational citizenship behavior. Secondly, in the relation between job instability and organizational citizenship behavior, there was moderating effect of self-efficacy. Accordingly, if self-efficacy of the workers is higher in the threat of job instability, it means organizational citizenship behavior would increase. In conclusion, in the current situation where there is instable survival of corporation and job, the management of small and medium manufacturing company needs to increase self-efficacy through training and internal reward to employees. The limit of the study is that the research subjects were employees of small and medium companies in the manufacturing industry in Daejeon-si, Sejong-si and Chungcheongnam-do and Chungcheongbuk-do. Accordingly, as situational peculiarity may be observed, it is required to have expanded study to more various areas, works and industries.

The Improvement of Convergence Rate in n-Queen Problem Using Reinforcement learning (강화학습을 이용한 n-Queen 문제의 수렴속도 향상)

  • Lim SooYeon;Son KiJun;Park SeongBae;Lee SangJo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.1
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    • pp.1-5
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    • 2005
  • The purpose of reinforcement learning is to maximize rewards from environment, and reinforcement learning agents learn by interacting with external environment through trial and error. Q-Learning, a representative reinforcement learning algorithm, is a type of TD-learning that exploits difference in suitability according to the change of time in learning. The method obtains the optimal policy through repeated experience of evaluation of all state-action pairs in the state space. This study chose n-Queen problem as an example, to which we apply reinforcement learning, and used Q-Learning as a problem solving algorithm. This study compared the proposed method using reinforcement learning with existing methods for solving n-Queen problem and found that the proposed method improves the convergence rate to the optimal solution by reducing the number of state transitions to reach the goal.

A Study on Predictors of Entrepreneurial Intention in Different Genders: Cheonan Area in Korea (천안지역 성별간 사업의도 추측인자들에 대한 연구)

  • Lee, Sang-Bum
    • Journal of Digital Convergence
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    • v.8 no.2
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    • pp.43-54
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    • 2010
  • While entrepreneurship is touted as an opportunity for women to exploit opportunities that are often not available in the traditional workplace, the rate of participation in entrepreneurship is lower for women than it is for men. What remains relatively unclear are the reasons that make this so. This regional study addresses this deficiency by examining two lines of thought related to entrepreneurial adoption: (1) the personal traits thought to contribute to entrepreneurship, and (2) the rational decision making processes that are believed to form a basis for entrepreneurial endeavors. My results find men and women to be different in both respects, with ambiguity tolerance, internal locus of control, perceived effectiveness of entrepreneurship, and having an entrepreneurial parent all positively predicting entrepreneurial intention for men. For women, perceived effectiveness of entrepreneurship and achievement motivation predict entrepreneurial intention. Women also rate the potential reward of entrepreneurship as significantly lower than do men, possibly because women entrepreneurs objectively face more obstacles than men with regard to obtaining financing and other stakeholder relations.

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Comparison of the Anxiety and Depression According to the Patterns of Temperament and Character in Patients with Posttraumatic Stress Disorder (외상후 스트레스장애 환자의 기질 및 성격 유형에 따른 우울 및 불안 차이)

  • Kim, Kyungwon;Kim, Daeho;Kim, Eunkyeong
    • Anxiety and mood
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    • v.15 no.2
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    • pp.94-100
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    • 2019
  • Objective : The purpose of this study was to investigate differences in anxiety and depression symptoms, comorbidity according to the patterns of temperament and character in patients with posttraumatic stress disorder (PTSD). Methods : The temperament and character inventory (TCI), beck depression inventory (BDI) and beck anxiety inventory (BAI) were administered to 151 PTSD patients classified into four groups of adaptation, vulnerable temperament, immature personality and composite vulnerability according to the results of the Temperament and Character Inventory (TCI). MANOVA and Chi-square tests were conducted to analyze differences in BDI, BAI, temperament and character scores and rate of comorbid disorders between the four groups. Results : The immature character and complex vulnerability group showed the higher rate of comorbid depression disorder. Anxiety and depression severity were significantly different among groups, especially depression severity had higher scores in the immature character and complex vulnerability groups and anxiety severity had higher scores in the complex vulnerability group than adaptive group. The immature character and complex vulnerability groups showed significantly lower score on the temperament scale of reward dependence and persistent. Conclusion : The results demonstrate the significance of adaptive characteristics on anxiety and depression symptoms regardless of vulnerable temperaments, and its consequent role in the management of character factors relative to intervention regarding PTSD.

An Empirical Analysis on the Success Factors of Crowdfunding: Focusing on the Movie Category Project (크라우드펀딩 성공요인 실증분석: 영화 분야 프로젝트를 중심으로)

  • Lee, Do-Yeon;Chang, Byeng-Hee
    • The Journal of the Korea Contents Association
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    • v.20 no.12
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    • pp.13-22
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    • 2020
  • This study aims to find out success factors of crowdfunding on movie projects. For empirical analysis, we collected 583 data of the movie projects from the crowdfunding platform 'Tumblbug'. To figure out the success factors, we examined effects of 10 independent variables on 1 dependent variable. The independent variable includes target amount, project information, reward options, creator funding power, editor recommendation, creator contents power, movie type, number of comments, number of replies, and number of SNS information. The final achievement rate of crowdfunding was set as dependent variable. This study found that the target amount, number of text information, number of video information, editor recommendation, number of backers' reply, and number of SNS information had a significant impact on the achievement rate of the movie crowdfunding project. This study has implications in that it has discovered a variable of editor recommendation and the number of SNS information, and both of them have a positive effect on crowdfunding achievement.

A Study on Profitability of the Allianced Discount Program with Credit Cards and Loyalty Cards in Food & Beverage Industry (제휴카드 할인프로그램이 외식업의 수익성에 미치는 영향)

  • Shin, Young Sik;Cha, Kyoung Cheon
    • Asia Marketing Journal
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    • v.12 no.4
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    • pp.55-78
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    • 2011
  • Recently strategic alliance between business firms has become prevalent to overcome increasing competitive threats and to supplement resource limitation of individual firms. As one of allianced sales promotion activities, a new type of discount program, so called "Alliance Card Discount", is introduced with the partnership of credit cards and loyalty cards. The program mainly pursues short-term sales growth by larger discount scheme while spends less through cost share among alliance partners. Thus this program can be regarded as cost efficient discount promotion. But because there is no solid evidence that it can really deliver profitable sales growth, an empirical study for its effects on sales and profit should be conducted. This study has two basic research questions concerning the effects of allianced discount program ; 1)the possibility of sales increase 2) the profitability of the discount driven sales. In F&B industry, sales increase mainly comes from increased guest count. Especially in family restaurants, to increase the number of guests we need to enlarge the size of visitor group (number of visitors for one group) because customers visit by group in a special occasion. And because they pay the bill by group(table), the increase of sales per table is a key measure for sales improvement. The past researches for price & discount sensitivity and reference discount rate explain that price sensitive consumers have narrow reference discount zone and make rational purchase decision. Differently from all time discount scheme of regular sales promotions, the alliance card discount program only provides the right to get discount like discount coupon. And because it is usually once a month opportunity given by the past month usage level, customers tend to perceive alliance card discount as a rare chance to get. So that we can expect customers try to maximize the discount effect when they use the limited discount opportunity. Considering group visiting practice and low visit frequency of family restaurants, the way to maximize discount effect should be the increase the size of visit group. And their sensitivity to discount and rational consumption behavior defer the additional spending for ordering high price menu, even though they get considerable amount of savings from the discount. From the analysis of sales data paid by alliance discount cards for four months, we found the below. 1) The relation between discount rate and number of guest per table is positive : 25% discount results one additional guest 2) The relation between discount rate and the spending per guest is negative. 3) However, total profit amount per table is increased when discount rate is increased. 4) Reward point accumulation & redemption did not show any significant relationship with the increase of number of guests. These results suggest that the allianced discount program substantially contributes to sales increase and profit improvement by increasing the number of guests per table. Though the spending per guest is decreased by discount rate increase, the total amount of profit per table is improved. It seems the incremental profit by increased guest count offsets the profit decrease. Additional intriguing finding is the point reward system does not have any significant impact on the increase of number of guest, even if the point accumulation & redemption of loyalty program are usually regarded as another saving offers by customers. In sum, because it is proved that allianced discount program with credit cards and loyalty cards is effective to both sales drive and profit increase, the alliance card program could be recommended as strategically buyable program.

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The Convergence Study of Employment Experiences to External Hospital of Expected Graduates of Nursing College with an Affiliated Hospital (본교병원이 있는 일개 간호대학 졸업예정자의 외부병원 취업경험에 관한 융합연구)

  • Kim, Mi-Ran;Huh, Bo-Yun;Oh, Jae-Woo
    • Journal of the Korea Convergence Society
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    • v.9 no.4
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    • pp.423-431
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    • 2018
  • The Purpose of the study was to explore the experience and meaning of employment in the outside hospital of graduates of nursing college with an affiliated hospital. The participants were five senior nursing students, data were collected by three times of Focus group interviews from July, 2017, and analyzed using content analysis. Five Themes and thirteen sub-themes were identified. Implications of the employment experience were 'selection criteria for various employment hospitals according to personal value and experience', 'recognition and reward for hard work', 'influence of hospital name value', 'opportunity to develop own potential', and 'fear coming from employment in non-affiliated hospital'. The results of this study are significant in that it provides basic information that can be taken into account in the employment guidance of nursing college students and the turnover rate of new nurses.

Analysis of Dietary Education Status and the Demand of Child Center Teachers in Masan (마산시 소재 유아교육기관 교사의 식생활 교육 실태와 교육 요구도 분석)

  • Her, Eun-Sil;Jung, So-Hye
    • The Korean Journal of Food And Nutrition
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    • v.22 no.2
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    • pp.166-176
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    • 2009
  • This study was performed to develop dietary education programs for children, by researching the actual conditions of dietary education and its demand aimed at teachers in child centers in Masan. Most of the interviewed teachers were in their 20s(71%) with under 5 years teaching experiences(56.8%), and working in a kindergarten environment(34.9%). The rate of doing dietary education on mealtime was 96.4%. The main items taught pertained to 'not leaving food(20.6%)' and 'washing hands before meals(20.5%)'. The primary teaching method for students with unbalanced eating habits was 'eating after teaching them to understood(76.8%). The primary reward for good behavior was 'using food(76.8%)', usually as 'candy'(50.8%) or 'cookies'(25.8%). The desirable dietary education type was 'during spare moments(52.6%)' and 'at mealtime (23.5%)'. The concepts taught were 'balanced eating(23.2%)' and 'food hygiene(21.2%), and the students were interested in 'the roles of foods and nutrients'(34.5%), 'balanced eating(20.9%)', and 'food hygiene(19.1%)'. Educational activities encompassed 'pictures and drawing(25.7%)', 'fairy tales(23.4%)', 'songs(19.4%)', and 'play(14.1%)'. Also, the activities of most interest were 'fairy tales(29.4%)', 'play(24.4%)', and then 'songs(23.1%)'. The greatest difficulties during dietary education were 'attracting interest from the children(37.8%)' and 'making and purchasing materials(33.9%)'. Approximately, 44.2% of the teachers had experiences in dietary education, and 96.4% stated teachers had the intention to participate in dietary education. They want to address 'child meal direction(23.0%)', 'health problems(22.7%)', and then 'child nutrient requirements (17.3%)'. Also the majority wanted it two times per year(57.6%) or one time per year(30.9%). This study indicated that proper dietary education must be established in child centers by developing various practical dietary education programs and then implementing them.

Empirical Verification of the Korean Occupational Stress Scale in Physical Therapist (한국인 직무스트레스 측정도구에 관한 실증적 연구: 물리치료사를 대상으로)

  • Hwang, Ryong;Myoung, Sungmin
    • The Journal of the Korea Contents Association
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    • v.14 no.11
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    • pp.849-857
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    • 2014
  • Occupational Stress is defined the stress which occurs in the workplace or organization. In Korean workers, the rate of occupational stress was 87.8% which was the highest level among OECD countries(average 80.0%). The purpose of this study was to examine the empirical verification of the Korean Occupational Stress Scale(KOSS) in physical therapists. For this purpose, the subject of this study was set up physical therapists who were working at Gyeonggi province and collected from 388 persons by using purposive sampling. The collected data was conducted explanatory factor analysis and confirmatory factor analysis in order to ascertain factor structure and practical verification of KOSS. Major results were as following: first, the reliability of KOSS was 0.83, and it means that a measure of internal consistency is high. Second, the KOSS result of physical therapists was composed 7 subscales(job demand, insufficient job control, job insecurity, interpersonal conflict, occupational system and lack of reward, organizational climate) and that is more appropriate measurement scale than the original one by using explanatory/confirmatory factor analysis. This study could be contributed as a tool for evaluation and outcome of the basic information of related occupational stress in physical therapists.