• Title/Summary/Keyword: Pearson System

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User and Item based Collaborative Filtering Using Classification Property Naive Bayesian (분류 속성과 Naive Bayesian을 이용한 사용자와 아이템 기반의 협력적 필터링)

  • Kim, Jong-Hun;Kim, Yong-Jip;Rim, Kee-Wook;Lee, Jung-Hyun;Chung, Kyung-Yong
    • The Journal of the Korea Contents Association
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    • v.7 no.11
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    • pp.23-33
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    • 2007
  • The collaborative filtering has used the nearest neighborhood method based on the preference and the similarity using the Pearson correlation coefficient. Therefore, it does not reflect content of the items and has the problems of the sparsity and scalability as well. the item-based collaborative filtering has been practically used to improve these defects, but it still does not reflect attributes of the item. In this paper, we propose the user and item based collaborative filtering using the classification property and Naive Bayesian to supplement the defects in the existing recommendation system. The proposed method complexity refers to the item similarity based on explicit data and the user similarity based on implicit data for handing the sparse problem. It applies to the Naive Bayesian to the result of reference. Also, it can enhance the accuracy as computation of the item similarity reflects on the correlative rank among the classification property to reflect attributes.

Prevalence and features of distolingual roots in mandibular molars analyzed by cone-beam computed tomography

  • Choi, Mi-Ree;Moon, Young-Mi;Seo, Min-Seock
    • Imaging Science in Dentistry
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    • v.45 no.4
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    • pp.221-226
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    • 2015
  • Purpose: This study evaluated the prevalence of distolingual roots in mandibular molars among Koreans, the root canal system associated with distolingual roots, and the concurrent appearance of a distolingual root in the mandibular first molar and a C-shaped canal in the mandibular second molar. Materials and Methods: Cone-beam computed tomographic images of 264 patients were screened and examined. Axial sections of 1056 mandibular molars were evaluated to determine the number of roots. The interorifice distances from the distolingual canal to the distobuccal canal were also estimated. Using an image analysis program, the root canal curvature was calculated. Pearson's chi-square test, the paired t-test, one-way analysis of variance, and post-hoc analysis were performed. Results: Distolingual roots were observed in 26.1% of the subjects. In cases where a distolingual root was observed in the mandibular molar, a significant difference was observed in the root canal curvature between the buccolingual and mesiodistal orientations. The maximum root canal curvature was most commonly observed in the mesiodistal orientation in the coronal portion, but in the apical portion, maximum root canal curvature was most often observed in the buccolingual orientation. Conclusion: The canal curvature of distolingual roots was found to be very complex, with a different direction in each portion. No correlation was found between the presence of a distolingual root in the mandibular first molar and the presence of a C-shaped canal in the mandibular second molar.

A Study on Psychological Well-Being among College Students (일 지역 대학생의 심리적 안녕감에 대한 연구)

  • Park, Jeeyeon
    • Journal of Convergence for Information Technology
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    • v.10 no.2
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    • pp.55-62
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    • 2020
  • The purpose of this study is to find out impact of physical health, family strength and psychological well-being on college students in Korea, and to use it as a basic data in developing psycholohgical well-being promotion interventions for college students. The study was composed of 125 students who were studying in 4-year system at colleges. Data were collected from September 1st to October 31st, 2019. Data analysis included an independent t-test, ANOVA, Pearson correlation coefficients and multiple regression using the SPSS 23.0 program. As a result of this study, psychological well-being of those was significantly correlated with physical health and family strenth. In a regression analysis, psychological well-being accounted for 28% of the variance of family strength, physical health and Club activity. The most significant factor affecting the success of psychological well-being was family strength (β=0.34, p<.001). The result of the study indicate the importance of consideration with family strength for psychological well-being of college students.

A Study on Behavior Patterns Between Smokes and Non-Smokers (흡연자와 비흡연자의 행동양상 연구)

  • 김화신
    • Journal of Korean Academy of Nursing
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    • v.20 no.1
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    • pp.79-87
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    • 1990
  • Clinical and epedemiologic studies of coronary heart disease(CHD)have from time to time over the last three decades found associations between prevalence of CHD and behavioral attributes and cigarette smoking. The main purpose of this study is reduced to major risk factor of coronary heart disease through prohibition of smoking and control of behavior pattern. The subjects consisted of 120 smokers and 90 non-smokers who were married men older than 30 years working in officers. The officers were surveyed by means of questionnaire September 26 through October 6, 1989. The Instruments used for this study was a self-administered measurement tool composed of 59 items was made through modifications of Jenkuns Activity Survery(JAS). The Data were analysed by SAS(Statistical Analsis System) program personal computer. The statistical technique used for this study were Frequency, x$^2$-test, t-test, ANOVA, Pearson Correlation Coefficient. The 15 items were chosen with items above 0.3 of the factor loading in the factor analysis. In the first factor analysis 19 factors were extracted and accounted for 86% of the total variance. However when the number of factors were limited to 3 in order to derive Jenkins classification, three factors were derived. There names are Job-Involvement, Speed & Impatience, Hard-Driving. Each of them includes 21 items, 21 and 9, respectively. The results of this study were as follow : 1. The score of the smoker group and non-smoker group in Job-Involvement(t=5.7147, p<0.0001), Speed & Impatience(t=4.6756, p<.0001), Hard-Driving(t=8.0822, p<.0001) and total type A behavior pattern showed statistically significant differences(t=8.1224, p<.0001). 2. The score of type A behavior pattern by number of cigarettes smoked daily were not statistically significant differences. 3. The score of type A behavior pattern by duration of smoking were not significant differences. It was concluded that the relationship between smokers and non - smokers of type A behavior pattern was statistically significant difference but number of cigarettes smoked daily and duration of smoking were not significant differences. Therefore this study is needed to adequate nursing intervention of type A behavior pattern in order to elevated to educational effect for prohibition of cigarette smoking.

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Effect of Middle-school students' food behabior on health condition and degree of study accomplishment (중학생의 식행동이 건강상태와 학업성취도에 미치는 영향)

  • 하점순
    • Journal of the Korean Home Economics Association
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    • v.33 no.3
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    • pp.225-242
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    • 1995
  • This study was undertaken to review the relationship between middle-school students' food-behavior and their health conditions/school performances. For this purpose, 495 male and female middle-school students were sampled form seven middle schools located in Seoul for a questionnaire survey. The surveyed data were analysed with simple frequency, percentage, t-test, chi-square test, dispersion analysis, Pearson's correlation and hierarchical multiple-regression analysis which make use of the SPSS/PC+ package system. The results of survey can be summarized as follows; Most of students had three meals a day regularly, but some female students used to skip breakfast or supper. The amount of a mael was adequate. Their main night-smacks were fruits. The problem perceived by students was unbalanced meal ; Female students took more snack than that of male students. They usually took a snack a day. All students tended to take delicious snacks. The most favorate smack of students was fruits. Most students did not suffer any serious diseases, but some had one or more respiratory diseases. Female students had some or other physical troubles in their eyes, mouth, digesting organs, muscle/bone, skin and had fatigue. Female students had mental problems of depression, uneasiness and hostility. The average I.Q. of students was 117.4, and those who had higher I.Q. got much higher scores. The regularity and amount of meal and intake of animal food were all positively related with the growth of height and weight. And the taller, the higher I.Q. they had. Those students who took meals three times regularly and adequately, who had no coffee and snack and who took balanced meals were healthier in both physical and mental terms. In particular, those who had adequate amount of breakfast regularly were not only healthier but also had higher I.Q. and school performance.

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The Comprehensive Management Indexes and Their Application Strategies for Appropriate Medical Care in Primary Care Clinics Under Workers' Compensation Insurance (산재보험지정의원 요양급여적정성 종합관리지표 산출 및 적용방안)

  • Bang, Eun Ju;Choi, Eun Sook;Ko, Young
    • Korean Journal of Occupational Health Nursing
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    • v.17 no.1
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    • pp.86-95
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    • 2008
  • Purpose: The objectives for this study are to produce the comprehensive management indexes and find their application strategies for appropriate medical care in primary care clinics under workers' compensation insurance. Method: Data of this study was workers' compensation insurance medical fees claim's data from July 2006 to June 2007. Data were analyzed using SAS 9.1 version by applying descriptive statistics and Pearson's correlation. The indexes such as costliness index(CI), standard medical fee were calculated based on the fourth revision of korean classification of diseases(KCD-4.). Results: The CI, visiting index(VI), outliers index(OI), and medical review adjustment percentage were positively correlated in the both inpatient and outpatient medical fees in primary care clinics under workers' compensation insurance. The major medical specialities were neurological surgery, general medicine, general surgery, rehabitational medicine, and orthopedic surgery. The CIs were slightly high in rehabitational medicine among major medical specialities. The CIs were mostly high in diagnosis, test, anesthesia, and rehabitational assistive device fees among major medical specialities. The CIs were slightly high in Kwangju, Daegu, Daejeon, and Busan districts among district management centers of Korea Workers' Compensation and Welfare Service. Conclusions: We suggest the continuous development of appropriate disease classification system and medical care quality indicators to successfully take root the comprehensive management for appropriate medical care under workers' compensation.

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Relationship between Stream Geomophological Factors and the Vegetation Abundance - With a Special Reference to the Han River System - (하천의 지형학적 인자와 식생종수의 관계 -한강수계를 중심으로-)

  • 이광우;김태균;심우경
    • Journal of the Korean Institute of Landscape Architecture
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    • v.30 no.3
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    • pp.73-85
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    • 2002
  • The purpose of this study was to develop prediction models for plant species abundance by stream restoration. Generally the stream plant is affected by stream gemophology. So in this study, the relationship between the vegetation abundance and stream gemophology was developed by multiple regression analysis. The stream characteristics utilized in this study were longitudinal slope, transectional slope, micro-landforms through the longitudinal direction, riparian width and geometric mean diameter and biggest diameter of bed material, and cumulated coarse and fine sand weight portion. The Pyungchang River with mountainous watershed and the Kyungan stream and the Bokha stream in the agricultural region were selected and vegetation species abundance and stream characteristics were documented from the site at 2~3km intervals from the upper stream to the lower. The Models for predicting the vegetation abundance were developed by multiple regression analysis using SPSS statistics package. The linear relationship between the dependant(species abundance) and independant(stream characteristics) variables was tested by a graphical method. Longitudinal and transectional slope had a nonlinear relationship with species abundance. In the next step, the independance between the independant variables was tested and the correlation between independant and dependant variables was tested by the Pearson bivariate correlation test. The selected independant variables were transectional slope, riparian width, and cumulated fine sand weight portion. From the multiple regression analysis, the $R^2$for the Pyungchang river, Kyungan stream, Bokga stream were 0.651, 0.512 and 0.240 respectively. The natural stream configuration in the Pyungchang river had the best result and the lower $R^2$for Kyunan and Bokha stream were due to human impact which disturbed the natural ecosystem. The lowest $R^2$for the Bokha stream was due to the shifting sandy bed. If the stream bed is fugitive, the prediction model may not be valid. Using the multiple regression models, the vegetation abundance could be predicted with stream characteristics such as, transection slope, riaparian width, cumulated fine sand weigth portion, after stream restoration.

Creating Subnetworks from Transcriptomic Data on Central Nervous System Diseases Informed by a Massive Transcriptomic Network

  • Feng, Yaping;Syrkin-Nikolau, Judith A.;Wurtele, Eve S.
    • Interdisciplinary Bio Central
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    • v.5 no.1
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    • pp.1.1-1.8
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    • 2013
  • High quality publicly-available transcriptomic data representing relationships in gene expression across a diverse set of biological conditions is used as a context network to explore transcriptomics of the CNS. The context network, 18367Hu-matrix, contains pairwise Pearson correlations for 22,215 human genes across18,637 human tissue samples1. To do this, we compute a network derived from biological samples from CNS cells and tissues, calculate clusters of co-expressed genes from this network, and compare the significance of these to clusters derived from the larger 18367Hu-matrix network. Sorting and visualization uses the publicly available software, MetaOmGraph (http://www.metnetdb.org/MetNet_MetaOm-Graph.htm). This identifies genes that characterize particular disease conditions. Specifically, differences in gene expression within and between two designations of glial cancer, astrocytoma and glioblastoma, are evaluated in the context of the broader network. Such gene groups, which we term outlier-networks, tease out abnormally expressed genes and the samples in which this expression occurs. This approach distinguishes 48 subnetworks of outlier genes associated with astrocytoma and glioblastoma. As a case study, we investigate the relationships among the genes of a small astrocytoma-only subnetwork. This astrocytoma-only subnetwork consists of SVEP1, IGF1, CHRNA3, and SPAG6. All of these genes are highly coexpressed in a single sample of anaplastic astrocytoma tumor (grade III) and a sample of juvenile pilocytic astrocytoma. Three of these genes are also associated with nicotine. This data lead us to formulate a testable hypothesis that this astrocytoma outlier-network provides a link between some gliomas/astrocytomas and nicotine.

A comparison of in-patients' satisfaction in hospital foodservice method (급식관리방법에 따른 환자 만족도 비교연구)

  • Kim, Jeong-Hui;Han, Min-Yeon;Kim, Ji-Hyeon;Choe, Jeong-Im;Ha, Seung-Hui
    • Journal of the Korean Dietetic Association
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    • v.2 no.1
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    • pp.10-19
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    • 1996
  • The purpose of this study were to improve in foodservice system, and to evaluate the satisfaction of patient meal. Two General Hospitals (A & B) in Ewha Womans University college of Medicine were selected for this study. The survey questionnaire consisted of general backgrounds and foodservice evaluation. We chosed factors which may influence meal satisfaction such as meal time, amount, optimal temperature, taste, quality, sanitary condition, and employee' s kindness. One-way ANOVA and Pearson' s correlation were used as statistical methods. The results can be summarized as follows 1. In meal time, for the A&B hospitals were 3.46$\pm$0.93 3.63$\pm$0.76 respectively. 2. In cold foods for the A&B hospitals were 3.23$\pm$0.89 3.52$\pm$0.78 respectively while in hot foods 3.29$\pm$1.02 3.27$\pm$0.90 respectively for A&B hospitals. 3. In taste for the A&B hospitals were 2.81$\pm$0.96 3.01$\pm$0.95 respectively. 4. In quality were 2.93$\pm$0.92 3.25$\pm$0.91 respectivly. 5. In amount were 3.38$\pm$0.95 3.36$\pm$0.98 respectively. 6. In sanitary condition for the A&B hospitals were 3.55$\pm$0.88 3.12$\pm$0.97 respectively. 7. In kindness were 3.11$\pm$0.87 3.32$\pm$0.76 respectively. 8. Quality, taste, meal time, kindness, sanitary condition, temperature, amount, age, duration, and room grade were significantly correlated to the satisfaction of patient meal in order.

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The Effect of Family Resilience, Social Support and Death Recognition on Quality of Death on the Adaptation of Bereavement Family (사별가족의 가족 탄력성, 사회적지지, 죽음인식, 죽음의 질이 사별 적응에 미치는 영향)

  • Heo, Hyeon-Jeom;Kwon, Young-Chae
    • Journal of Digital Convergence
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    • v.17 no.12
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    • pp.271-280
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    • 2019
  • The purpose of this study was to examine how resilience, social support, perception of death and quality of death affect the bereavement adaptation. Data collection was collected from 2 April to 30 May 2018 by distributing self-reporting questionnaires to 236 people using the eyeball presentation method to those who experienced family history in B city and K area Data were analyzed with descriptive statistics and, t-test, ANOVA, and Pearson's correlations that used SPSS WIN 22.0 program and the analysis of control effect was made by using Hierarchical Multiple Regression Analysis. The result of degree of adaptation of the subject was 3.5, family resilience was 3.8 and 3.9 in the lower part. Social support was not significant. But family resilience, belief system, death perception and quality of death influenced bereavement. Based on the results of this study, it is necessary to bulid a social support network for bereavement families, to prepare for death, and to develop and program a systematic program for well-being to become a beautiful and dignified death.