• Title/Summary/Keyword: Correlation relationships

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Multi-block Analysis of Genomic Data Using Generalized Canonical Correlation Analysis

  • Jun, Inyoung;Choi, Wooree;Park, Mira
    • Genomics & Informatics
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    • v.16 no.4
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    • pp.33.1-33.9
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    • 2018
  • Recently, there have been many studies in medicine related to genetic analysis. Many genetic studies have been performed to find genes associated with complex diseases. To find out how genes are related to disease, we need to understand not only the simple relationship of genotypes but also the way they are related to phenotype. Multi-block data, which is a summation form of variable sets, is used for enhancing the analysis of the relationships of different blocks. By identifying relationships through a multi-block data form, we can understand the association between the blocks in comprehending the correlation between them. Several statistical analysis methods have been developed to understand the relationship between multi-block data. In this paper, we will use generalized canonical correlation methodology to analyze multi-block data from the Korean Association Resource project, which has a combination of single nucleotide polymorphism blocks, phenotype blocks, and disease blocks.

Parental Childrearing, Behavior, Children's Sibling Relationships and Children's Self-Esteem (양육행동 및 형제관계와 아동의 자존감과의 관계 연구 : - 자존감에 대한 양육행동 및 형제관계의 독립적 기여와 상호작용 효과 -)

  • Park, Young Yae;Chung, Ock Boon
    • Korean Journal of Child Studies
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    • v.17 no.1
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    • pp.189-212
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    • 1996
  • The purpose of this study was to investigate how parental childrearing behavior and children's sibling relationships are related to children's self-esteem. 440 middle class families consisting of two children and their parents were the subjects of this study. The research instruments included a childrearing behavior questionnaire, the Sibling Relationships Questionnaire (Furman & Buhrmester, 1985), and the Self-Perception Profile for Children (Harter, 1985). Analyses of the data included correlation analysis, canonical correlation, regression, stepwise multiple regression, and MANOVA with stepwise discriminant analysis as the follow-up test. The most powerful predictors of children's self-esteem were the Warmth-Acceptance of childrearing behavior and the Warmth-Closeness of sibling relationships. The self-esteem dimension was best predicted by parental childrearing behavior and by children's sibling relationships was Global Self-Worth. Behavioral Conduct was best predicted by the Rejection-Restriction factor of childrearing, and by Conflict (for boys) and Rivalry (for girls) factors of sibling relationships. Children's self-esteem was related more strongly to the Warmth-Acceptance and the Rejection-Restriction of opposite-sex parents. The effects of Permissiveness-Nonintervention were stronger in same-sex parent-child dyads. Parental childrearing behaviors accounted for boy's self-esteem better than girl's with the exception of Behavioral Conduct. Sibling relationships accounted for girl's self-esteem better than boy's. The $2{\times}2$ MANOVA revealed interaction effects of parental childrearing behaviors and sibling relationships on children's self-esteem. Two factors of Rivalry and Conflict in sibling relationships and all three factors of childrearing behaviors showed significant interaction effects, The childrearing factor of Permissiveness-Nonintervention and the sibling factor of Rivalry, which were relatively weak predictors of self-esteem when acting alone, gained power in explaining children's self-esteem within the interactional context.

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The Relationships between Particulate Matter Risk Perception, Knowledge, and Health Promoting Behaviors among College Students (대학생의 미세먼지 위험에 대한 인식, 지식, 관리행위에 대한 지각된 장애와 건강 관리행위의 관계)

  • Park, Eunsun;Oh, Hyun-Jung;Kim, Sue-Hyon;Min, Ari
    • Journal of Korean Biological Nursing Science
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    • v.20 no.1
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    • pp.20-29
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    • 2018
  • Purpose: This study aimed to determine the relationships between particulate matter risk perception, knowledge, and perceived barriers and health-promoting behaviors among college students. Methods: Data for this cross-sectional study were collected from September 1 to 30, 2017. The study sample consisted of 85 students from a university, Seoul. Students not living in the Seoul metropolitan area during the spring 2017 semester were excluded from participation. Pearson's correlation coefficient was used to identify relationships among study variables. Results: A significant positive correlation existed between particulate matter risk perception and health-promoting behaviors related to particulate matter (r= .51, p< .001). Among the risk perception subdomains, attention (r= .47, p< .001) and health effect (r= .55, p< .001) showed strong positive relationships with health-promoting behaviors. No significant relationships were found between knowledge (r= .12, p= .288) or perceived barriers (r= -.12, p= .264) and health-promoting behaviors related to particulate matter. Conclusion: Based on the study results, strategies for enhancing particulate matter risk perception are needed to increase the level of health-promoting behaviors related to particulate matter among college students.

Inter-relationships between performance shaping factors for human reliability analysis of nuclear power plants

  • Park, Jooyoung;Jung, Wondea;Kim, Jonghyun
    • Nuclear Engineering and Technology
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    • v.52 no.1
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    • pp.87-100
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    • 2020
  • Performance shaping factors (PSFs) in a human reliability analysis (HRA) are one that may influence human performance in a task. Most currently applicable HRA methods for nuclear power plants (NPPs) use PSFs to highlight human error contributors and to adjust basic human error probabilities (HEPs) that assume nominal conditions of NPPs. Thus far, the effects of PSFs have been treated independently. However, many studies in the fields of psychology and human factors revealed that there may be relationships between PSFs. Therefore, the inter-relationships between PSFs need to be studied to better reflect their effects on operator errors. This study investigates these inter-relationships using two data sources and also suggests a context-based approach to treat the inter-relationships between PSFs. Correlation and factor analyses are performed to investigate the relationship between PSFs. The data sources are event reports of unexpected reactor trips in Korea and an experiment conducted in a simulator featuring a digital control room. Thereafter, context-based approaches based on the result of factor analysis are suggested and the feasibility of the grouped PSFs being treated as a new factor to estimate HEPs is examined using the experimental data.

Correlation between Self-Esteem and Quality of Life Based on the Job Satisfaction of Occupational Therapists (작업치료사의 직무만족도에 따른 자아존중감과 삶의 질의 상관관계)

  • Lee, Seulah;Chol, Wonho;Jung, Sangmi
    • Journal of The Korean Society of Integrative Medicine
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    • v.8 no.1
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    • pp.177-191
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    • 2020
  • Purpose : This study aimed to evaluate the relationship between self-esteem and quality of life according to the job satisfaction occupational therapists, and to contribute to wards providing positive directions to improve the quality of work performed by the occupational therapists and their quality of life. Methods : A total of 118 occupational therapists working on site were surveyed during the study period, from April 8, 2019, to May 10, 2019. The collected data were expressed as frequency and percentage and were subjected to Pearson's correlation analysis and multiple regression analysis using SPSS (Windows ver. 20.0). Results : First, the occupational therapists' job satisfaction job satisfaction averaged 3.20 points, with the highest chance of promotion among the lower factors, followed by the conservative level, the work itself, and interpersonal relationships. Second, the analysis of job satisfaction according to the general characteristics of the subjects revealed statistically significant differences with respect to age, marital status, highest education level, service period, average pay, and average working hours of the occupational therapists. Third, the sub-category of job satisfaction and self-respect showed the most positive correlation with the person-in-charge, and the sub-category of job satisfaction and the quality of life showed the most positive correlation with interpersonal relationships. This shows that higher job satisfaction increases the self-esteem and quality of life. Fourth, the significant task satisfaction sub-factor predictor for the self-esteem of the occupational therapists was the job itself, and the significant job satisfaction sub-factor predictor for quality of life was interpersonal relationships. Conclusion : The results of this study showed that among the sub-categories of job satisfaction of the occupational therapists, work itself and interpersonal relationships had the greatest effect on the self-esteem and quality of life of the occupational therapists.

Relationships between solar/interplanetary (IP) parameters and Dst index, according to IP sources

  • Ji, Eun-Young;Moon, Yong-Jae;Lee, Dong-Hun
    • Bulletin of the Korean Space Science Society
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    • 2010.04a
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    • pp.39.1-39.1
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    • 2010
  • We have investigated interplanetary (IP) structures of 82 intense geomagnetic storms (Dst $\leq$ -100 nT) that occurred from 1998 to 2006. According to their interplanetary origins, we classified them as four groups: 20 sMC events (IP shock and MC), 19 SH events (sheath field), 12 SH+MC events (Sheath field and MC), and 8 nonMC events (non-MC type ICME). For each group, we examined the relationships between Dst index and solar/IP parameters, namely, direction parameter (DP), CME speed ($V_{CME}$), solar wind speed ($V_{SW}$), minimum of IMF $B_z$ component($Bz_{min}$), and maximum of $E_y$ component ($Ey_{max}$).We found that the relationships strongly depend on their IP source. Our main results can be summarized as follows: 1) The correlation between Dst and DP is the best for the SH+MC events (r = -0.61). 2) The relationship between Dst and $V_{CME}$ gives the best correlation for the sMC events (r = -0.56). 3) There is the best correlation between Dst and $V_{SW}$ for the sMC events (r = -0.61), while there is a very weak correlation (r=-0.17) for the SH events. 4) The relationship between Dst and $Bz_{min}$ gives the best correlation (r = -0.87) for the SH+MC events. 5) The correlation between Dst and $Ey_{max}$ is the best for the SH+MC events (r = -0.87). Summing up, the sMC and SH+MC events give us good correlations, but the SH events, weak correlations. From this study, we suggest that this tendency should be caused by the characteristics of IMF southward components, e.g., smooth field rotations for the MC events and highly IMF fluctuations for the SH events.

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Parent-Child Communication Style, Child's Sense of Identity and Peer Relationship (부모-자녀 간의 의사소통유형 및 아동의 자아개념과 또래관계)

  • Shin, Hee-Lee;Moon, Hyuk-Jun
    • Korean Journal of Child Studies
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    • v.30 no.4
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    • pp.33-46
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    • 2009
  • In this analysis of relationships among parent-child communication style, child's sense of identity, and their effects on child's peer relationships, a survey was conducted of 506 6th grade students in 3 elementary schools of Incheon City. Data were analyzed by t-test, ANOVA, Pearson's correlation, and multiple regression analyses. Results showed that : girls had higher scores in academic identity and more positive factors in peer relationships than boys; when communications between parents and children were more open, peer relationships were more positive and less negative; children with a stronger sense of identity had more positive factors in peer relationships; social identity was the most influential factor in positive and general identity was the most influential factor in negative peer relationships, respectively.

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Relationships between Stress, Ways of Coping and Burnout of Family Caregivers of Cancer Patients (암환자를 돌보는 가족원의 스트레스, 대처방식과 소진의 관계)

  • Hong, Min-Joo;Tae, Young-Sook;Noh, Mi-Young
    • Asian Oncology Nursing
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    • v.12 no.1
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    • pp.92-99
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    • 2012
  • Purpose: The study was to examine the relationships between stress, ways of coping and burnout among family caregivers of cancer patients. Methods: Data were collected by self-reported questionnaires from 207 family caregivers of cancer patients at one university hospital and one general hospital in Busan, Korea. The instruments included a Stress Scale, a Ways of Coping Scale and a Burnout Scale. The collected data were analyzed using frequency, percentage, t-test, ANOVA, Scheffe's test, and Pearson's correlation coefficients with the SPSS WIN 19.0 program. Results: Stress was found to have significant relationships with age, relation to the patient, education, monthly income, degree of care-giving, financial burden and activities of daily living of patient. In active coping, there were significant differences according to education and religion. Passive coping was significantly related to gender. In burnout, there were significant differences according to age, relation to the patient, education, occupational status, monthly income, degree of care-giving, financial burden and activities of daily living of patient. Stress and burnout showed a positive correlation, while there was a negative correlation between burnout and active coping. Conclusion: These results suggest that promoting active coping would better support family caregivers of cancer patients in managing burnout effectively.

Multi-dimensional Representation and Correlation Analyses of Acoustic Cues for Stops (폐쇄음 음향 단서의 다차원 표현과 상관관계 분석)

  • Yun, Weon-Hee
    • MALSORI
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    • v.55
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    • pp.45-60
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    • 2005
  • The purpose of this paper is to represent values of acoustic cues for Korean oral stops in the multi-dimensional space, and to attempt to find possible relationships among acoustic cues through correlation analyses. The acoustic cues used for differentiation of 3 types of Korean stops are closure duration, voice onset time and fundamental frequency of a vowel after a stop. The values of these cues are plotted in the two and three dimensional space to see what the critical cues are for separation of different types of stops. Correlation coefficient analyses show that multi-variate approach to statistical analysis is legitimate, and that there are statistically significant relationships among acoustic cues but Oey are not strong enough to make the conjecture that there is a possible relationship among the articulatory or laryngeal mechanisms employed by the acoustic cues.

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Relationships among Maternal Self-Perception, Parenting Behavior, Kindergartener's Temperament and Social Competence (어머니의 자기-지각, 양육행동 및 유아의 기질과 유아의 사회적 능력)

  • Hong, Kye Ok
    • Korean Journal of Child Studies
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    • v.22 no.2
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    • pp.181-194
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    • 2001
  • This study examined relationships among maternal self-perception, parenting behavior, kindergartener's temperament, and social competence. The subjects were 112 kindergartners and their mothers. Instruments were the modified Self-Perception Profile for Adults, the Iowa Parent Behavior Inventory, the Parent and Teacher Temperament Questionnaire for children 3-7 years of age, and the Iowa Social Competency Scales. The data were analyzed by Pearson's correlation, connonical correlation and regression. Results showed significant correlations among maternal self-perception, parenting behaviors, kindergartener's temperament and social competence. Findings from analyses by cannonical correlation and regression revealed that maternal self-perception, parenting behaviors, and children's temperament are important variables for predicting social competence in children.

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