• Title/Summary/Keyword: Random effect

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A Cellular Learning Strategy for Local Search in Hybrid Genetic Algorithms (복합 유전자 알고리즘에서의 국부 탐색을 위한 셀룰러 학습 전략)

  • Ko, Myung-Sook;Gil, Joon-Min
    • Journal of KIISE:Software and Applications
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    • v.28 no.9
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    • pp.669-680
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    • 2001
  • Genetic Algorithms are optimization algorithm that mimics biological evolution to solve optimization problems. Genetic algorithms provide an alternative to traditional optimization techniques by using directed random searches to locate optimal solutions in complex fitness landscapes. Hybrid genetic algorithm that is combined with local search called learning can sustain the balance between exploration and exploitation. The genetic traits that each individual in the population learns through evolution are transferred back to the next generation, and when this learning is combined with genetic algorithm we can expect the improvement of the search speed. This paper proposes a genetic algorithm based Cellular Learning with accelerated learning capability for function optimization. Proposed Cellular Learning strategy is based on periodic and convergent behaviors in cellular automata, and on the theory of transmitting to offspring the knowledge and experience that organisms acquire in their lifetime. We compared the search efficiency of Cellular Learning strategy with those of Lamarckian and Baldwin Effect in hybrid genetic algorithm. We showed that the local improvement by cellular learning could enhance the global performance higher by evaluating their performance through the experiment of various test bed functions and also showed that proposed learning strategy could find out the better global optima than conventional method.

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The Effects of Trunk Muscle Strengthening Exercises on Balance Performance of Sitting Posture and Muscle Tone of Children with Cerebral Palsy (체간근력 강화 운동이 뇌성마비 아동의 앉은 자세 균형 수행력과 근 긴장도 변화에 미치는 영향)

  • Choi, Young-Chul;Lee, Jung-Ho;Kim, Jin-Sang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.9
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    • pp.4098-4106
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    • 2012
  • This study aims to investigate the effect of trunk muscle strengthening exercises on balance performance of sitting posture and muscle tone, targeting the children with spastic diplegic cerebral palsy. 16 children with spastic diplegic cerebral palsy in IV phase of GMFCS were sampled at random and the tests were conducted for 6 weeks, 3 times per week. For experimental groups, only trunk muscle strengthening exercises were conducted and for control groups, only basic physical therapy was conducted. The trunk muscle strengthening exercise consisted of 2 exercises to strengthen abdominal muscles and back muscles. BPM(Balance Performance Monitor) was used to measure balance performance and MMAS(Modified Modified Ashworth Scale) was used to measure muscle tone. As a result, the changes of sitting balance performance in experimental groups and control groups show significant difference in the changes of sway path and sway velocity(p<.05), the comparison of changes in sitting balance performance in between experimental groups and control groups show significant difference in the changes of sway path and sway velocity(p<.05). Knee flexor muscles and hip adductor muscles in both groups show no significant difference in changes of the muscle tone(p>.05). Therefore, the balance performance in both experimental groups and control groups was improved. However, the experimental group had more significant improvement in balance performance and no change in muscle tone was detected in both groups. Thus, these findings show trunk muscle strengthening exercises are effective in improving the balance performance of sitting posture for the children with spastic diplegic cerebral palsy without changing muscle tone.

Effect of Security Manager's Servant Leadership on the Cohesion and Organization Outcome (시큐리티 관리자의 서번트 리더십이 응집력 및 조직성과에 미치는 영향)

  • Park, Young-Man
    • The Journal of the Korea Contents Association
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    • v.11 no.4
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    • pp.378-388
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    • 2011
  • The purpose of this study is to clarify the impact on cohesiveness and organizational performance of the servant leadership of the security manager. The subjects of study selected final 287 persons by using the systematic random sampling for security companies in Seoul in 2009. However, the number of cases used in the final analysis is 256 persons. Reliability of the questionnaire used in this study showed that the value of Cronbach's ${\alpha}$ was above 0.796. The collected data used the methods such as factor analysis, reliability analysis, and multiple regression analysis etc. by using SPSSWIN 17.0. The conclusions are as follows. First, servant leadership has a positive impact on cohesiveness. Second, one of the factors of servant leadership, trust, has a positive impact on organizational performance. Third, individual, social cohesiveness and group cohesiveness among the factors of cohesiveness have a positive impact on organizational performance. Fourth, with the results of path analysis, servant leadership has direct impact on organizational effectiveness and indirect impact through cohesiveness. In other words, a servant leadership among the leaderships that a security worker is conscious of administrator affects cohesiveness and organizational performance in management to promote the management of the organization.

Selection of Adequate Indicators for the Development of a Questionnaire to Evaluate the Effects of Ojeock-san (오적산의 치료 효과 평가에 활용될 변증 설문지 개발을 위한 타당성 문항 추출 연구)

  • Lee, Seung-Deok;Kim, Eun-Jung;Jung, Chan-Yung;Shin, Kyung-Min;Jang, Min-Ki;Yoon, Eun-Hye;Hwuang, Ji-Hoo;Kim, Sun-Woong;Kim, Kap-Sung
    • The Journal of Korean Medicine
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    • v.31 no.4
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    • pp.101-114
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    • 2010
  • Background: Currently, evidence-based medicine is widely propagated as a reference for proper clinical practice. As a result, there is an increasing need for more clinical trials based on Oriental diagnostic methods to evaluate the efficacy of Oriental medicine, including acupuncture and herbal medicine. The purpose of this study was to confirm which symptoms are adequate indicators of effects of Ojeock-san for lower back pain and develop a questionnaire to evaluate its effects. Methods: We interviewed 102 Oriental medical doctors working in Seoul with a preformed questionnaire which included questions about symptoms of lower back pain and indicators for Ojeock-san. We sampled respondents who answered that they trust the effectiveness of Ojeock-san in telephone survey carried out using multistage stratified random sampling technique from March to April, 2009. We categorized the respondents into two groups, differentiating them by gender, career, workplace, and trust level of Ojeock-san effect. Results: About half of the respondents selected 13 questions as the adequate indicators of Ojeock-san for low back pain. There were no differences in the top 11 selected indicators in total selection and top 3 ranking selection. The comparison of frequency of top 13 questions in total selections between the two groups showed no difference. Conclusions: There were 13 symptoms which were considered adequate indicators of effects of Ojeock-san for lower back pain found by many Oriental medical doctors. This questionnaire can be utilized as a diagnostic adjunctive tool, tested for validity and reliability of questionnaires through further studies.

The impact of Health Risk Perception on Health Risk Behavior in Middle and High School Students (중고등학생의 건강위험지각이 건강위험행위에 미치는 영향)

  • Kim, Mi-Jung
    • Journal of the Korean Society of School Health
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    • v.12 no.1
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    • pp.45-56
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    • 1999
  • Adolescence is vulnerable to various Health Risk Behaviors (HRB). These behaviors can affect his remaining life as well as adolescence, thus prevention of HRB is a critical issue in health education. This study is aimed to provide basic information for prevention of HRB. Thus, this study was conducted to analyze the impact of peer group's health risk behaviors on health risk perception (HRP) and that of health risk perception on health risk behaviors based on 832 respondents. The 852 subjects were selected in six middle and high schools in Seoul through random sampling. Data were collected from September, 18-October, 21, 1998, and the 832 data were analyzed after excluding the 20 incomplete and inaccurate data. Questionnaire items and measures are based on an instrument to measure Perceived Health Risk Perception, which Hodge B.C. developed in 1992. Cronbach alpha is used to test the reliability. The reliability of HRP and HRB is 0.9473, 0.8768 in this study, Statistical analysis divided into four phases. First, the impact of socio-demographic characteristics on HRP is analyzed by oneway ANOV A. Male students have lower HRP than female students. As grade goes up, HRP is getting lower. Perceived higher concern of parents and HRP are correlated. And the experience of school health education and HRP are correlated. Second, the impact of peer group's HRB on the HRP is analyzed by linear regression. Peer group's HRB and HRP are negatively correlated, Third, the impact of HRP on HRB is analyzed by linear regression. There is a correlation between high HRP and low HRB. Fourth, Powerful impact factors on HRB are analyzed by stepwise multiple regression. Grade, gender, peer group's HRB, and related HRP is entered as independent variables. Because of correlation between entered variables, three interaction variables between grade, gender, peer group's HRB and related HRP also entered, In general, peer group's HRB is the most accountable factor to HRB. And Interaction variable between HRP and peer group's HRB and HRB are negatively correlated. These results indicate that HRP may reduce the impact of peer group's HRB on HRB. Some recommendations are as follows: First, health educational programs suitable for gender and grade are required. Second, a systematic cooperation between school and home is necessary for effective prevention of HRB. Third, the educational effect for decreasing HRB by increasing HRP is statistically assisted. However, peer group has much stronger impact on HRB than subjective HRP, thus special consideration and management are necessary for peer group which does HRB more frequently.

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Probabilistic Analysis using Economical Evaluation for Shale Gas Development (셰일가스 개발 시 확률론적 분석 기법을 이용한 경제성 평가)

  • Moon, Young-Jun;Moon, Seo-Yoon;Gil, Seong-Min;Shin, Hyo-Jin;Lim, Jong-Se
    • Journal of the Korean Institute of Gas
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    • v.22 no.2
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    • pp.21-28
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    • 2018
  • In recent years, payability of shale gas production has worsened due to oil and gas price declines resulting from sharply increasing shale gas production. Reliable economic evaluation in shale gas development has become important. In this study, Monte Carlo simulation of probabilistic analysis technique was applied to analyze the economic feasibility considering the uncertainty involved in shale gas development. For this, the range of major variables is set and a random number is generated to derive the probability distribution of Net Present Value(NPV) and Internal Rate of Return(IRR). Consequently, we estimated the probability that the feasibility of the project is evaluated to be positive when developing shale gas in the study area. In addition, sensitivity analysis of major parameters affecting economic efficiency in shale gas development was carried out, and the effect of major variables in economic evaluation for commercial production was identified. In the future, this study could be used to make decision for shale gas production by presenting the range of variation of economic index and probability value.

Health Behavior Associated with Outpatient Utilization (외래서비스 이용과 건강행태)

  • Shin, Min-Sun;Lee, Won Jae
    • The Journal of the Korea Contents Association
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    • v.13 no.5
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    • pp.342-353
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    • 2013
  • Objectives: It attempted to analyze influencing factors on the utilization of outpatient services which were adopted to predisposing, enabling, and need factors in Anderson model. Methods: The current study analyzed "2007 Korean National Health Nutrition Survey" data, which selected 3,335 people nationwide by proportional systematic sampling. This study analyzed data of persons who used outpatient services in two weeks. It adopted Anderson Model to control contextual factors including socioeconomic factors. The study compared means and fitted logistic regression models and multilevel model. Results: The logistic regression model showed that persons purchased private medical insurance were less likely to use outpatient services than the persons did not purchase private medical insurance. Persons with hypertension and diabetes mellitus, overweight, and problem drinkers were more likely to use outpatient services. Persons with high school graduates or higher in education level and experience of accidents or intoxications were more likely to use outpatient services according to the multilevel analysis of mixed model which treated region as random effect. Conclusion: Higher level of perceived stress increased the probability to use outpatient service than lower level of perceived stress. As number of days a person had exercised increased, the probability to use outpatient service decreased. Overweight and problem alcohol drinking increased the probability of outpatient service use. Further research should be conducted to find more factors influencing outpatient service use.

Analysis of Ski Socialization Process of Undergraduates (대학생의 스키사회화 과정 분석)

  • Song, Kang-Young;Kim, Kyong-Sik
    • The Journal of the Korea Contents Association
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    • v.7 no.9
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    • pp.167-175
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    • 2007
  • The purposes of this study were to examine the effect of interest and participation in ski, encouragement to participate in ski, and attitude to ski of significant others on the socialization. To attain the goal of the study described above paragraphs, the ski class participant of the university located in Seoul, 2005 year were set as a collected group. Then, using the cluster random sampling method, finally drew out and analyzed 200 people in total. The result of reliability check up was here below; over Chronbach's $\alpha$=.600. To analyze materials, confirmatory factor analysis, logistic regression analysis and multiple regression analysis were used as statistic analysis techniques. The conclusion based on above study method and the result of material analysis are below. Based upon the result of the study, the following conclusions appear warranted: First, significant others influence on the ski participation experience of the undergraduate. Second, significant others influence on the ski participation frequencies of the undergraduate. Third, significant others influence on the ski participation period of the undergraduate. Fourth, significant others influence on the ski participation skill of the undergraduate.

Tumor Necrosis Factor-α Gene Polymorphisms and Risk of Oral Cancer: Evidence from a Meta-analysis

  • Chen, Fang-Chun;Zhang, Fan;Zhang, Zhi-Jiao;Meng, Si-Ying;Wang, Yang;Xiang, Xue-Rong;Wang, Chun;Tang, Yu-Ying
    • Asian Pacific Journal of Cancer Prevention
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    • v.14 no.12
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    • pp.7243-7249
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    • 2013
  • Numerous studies have been conducted regarding association between TNF-${\alpha}$ and oral cancer risk, but the results remain controversial. The present meta-analysis is performed to acquire a more precise estimation of relationships. Databases of Pubmed, the Cochrane library and the China National Knowledge Internet (CNKI) were retrieved until August 10, 2013. Pooled odds ratios (ORs) and 95% confidence intervals (95% CIs) were calculated with fixed- or random-effect models. The heterogeneity assumption was assessed by I-squared test. Among the eight included case-control studies, all were focused on TNF-${\alpha}$-308G>A and four also concerned the TNF-${\alpha}$-238G>A polymorphism. It was found that oral cancer risk were significant decreased with the TNF-${\alpha}$-308G>A polymorphism in the additive genetic model (GG vs. AA, OR=0.19, 95% CI: [0.04, 1.00], P=0.05, I2=68.9%) and the dominant genetic model (GG+GA vs. AA, OR=0.22, 95% CI: [0.06, 0.82], P=0.03, I2=52.4%); however, no significant association was observed in allele contrast (G vs. A, OR=0.70, 95% CI: [0.23, 2.16], P=0.54, I2=95.9%) and recessive genetic models (GG vs. GA+AA, OR=0.72, 95% CI: [0.33, 1.57], P=0.41, I2=93.1%). For the TNF-${\alpha}$-238G>A polymorphism, significant associations with oral cancer risk were found in the allele contrast (G vs. A, OR=2.75, 95% CI: [1.25, 6.04], P=0.01, I2=0.0%) and recessive genetic models (GG vs. GA+AA, OR=2.23, 95%CI: [1.18, 4.23], P=0.01, I2=0.0%). Conclusively, this meta-analysis indicates that TNF-${\alpha}$ polymorphisms may contribute to the risk of oral cancer. Allele G and the GG+GA genotype of TNF-${\alpha}$-308G>A may decrease the risk of oral cancer, while allele G and the GG genotype of TNF-${\alpha}$-238G>A may cause an increase.

Subjective Visuoperception to Vertical Yoked Prisms (수직동향프리즘의 자각적 시감각에 관한 연구)

  • Kim, Jae-Do;Kim, Dae-Hyun;Lee, Ik-Han;Kim, Bong-Whan;Kim, Young-Hoon
    • Journal of Korean Ophthalmic Optics Society
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    • v.13 no.1
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    • pp.95-99
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    • 2008
  • Purpose: Even refractive error is perfectly corrected by glasses power, the glasses wearer can feel imbalance and uncomfortable by prism effects. The purpose of this study was to investigate subjective imbalance to vertical yoked prism in visually normal subjects. Methods: Visually normal 37 subjects (aged 20 to 31 y) were fully corrected by soft contact lens and worn vertical yoked prism, base up and base down 1, 2, 4, 6, 8 prism diopter(pd) at random order. A rating scale questionnaire was administered to assess quantitatively subjective imbalance to the yoked prism. The near phoria tests were done using Howell-Kim phoria card at 40 cm distance. Results: For the subjective response of imbalance, base up yoked prism was higher than base down yoked prism (t-test: t=4.67, p=0.00) in over 2 prism diopters. The frequency of subjects who feel imbalance by base up vertical yoked prism is higher for near esophoric group than for exophoric group. Conclusions: To reduce subjective imbalance caused by glasses such as dizzy, it needs to make the minimum prism effect, and base down yoked prism is more effective than base up yoked prism in prism effects.

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