• 제목/요약/키워드: Pearson's Correlation Coefficient

검색결과 2,301건 처리시간 0.035초

Correlation Analysis of Atmospheric Pollutants and Meteorological Factors Based on Environmental Big Data

  • Chao, Chen;Min, Byung-Won
    • International Journal of Contents
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    • 제18권1호
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    • pp.17-26
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    • 2022
  • With the acceleration of urbanization and industrialization, air pollution has become increasingly serious, and the pollution control situation is not optimistic. Climate change has become a major global challenge faced by mankind. To actively respond to climate change, China has proposed carbon peak and carbon neutral goals. However, atmospheric pollutants and meteorological factors that affect air quality are complex and changeable, and the complex relationship and correlation between them must be further clarified. This paper uses China's 2013-2018 high-resolution air pollution reanalysis open data set, as well as statistical methods of the Pearson Correlation Coefficient (PCC) to calculate and visualize the design and analysis of environmental monitoring big data, which is intuitive and it quickly demonstrated the correlation between pollutants and meteorological factors in the temporal and spatial sequence, and provided convenience for environmental management departments to use air quality routine monitoring data to enable dynamic decision-making, and promote global climate governance. The experimental results show that, apart from ozone, which is negatively correlated, the other pollutants are positively correlated; meteorological factors have a greater impact on pollutants, temperature and pollutants are negatively correlated, air pressure is positively correlated, and the correlation between humidity is insignificant. The wind speed has a significant negative correlation with the six pollutants, which has a greater impact on the diffusion of pollutants.

이상치 제거와 삼각망 기반의 지역 변환을 이용한 영상 등록 (Image registration using outlier removal and triangulation-based local transformation)

  • 예철수
    • 대한원격탐사학회지
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    • 제30권6호
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    • pp.787-795
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    • 2014
  • 본 논문에서는 정합된 특징점 가운데 과대 오차를 포함한 정합점을 제거한 후에 삼각망 기반 지역 변환(Triangulation-based Local Transformation, TLT)을 이용한 영상 등록 방법을 제안한다. 기하 평균 기반의 코너 검출기를 통해 검출된 코너점에 대해 Pearson's correlation coefficient를 이용한 코너 정합을 수행하고 임계값 이상의 유사도를 가지는 코너 가운데 좌우 일관성 검사(Left-Right Consistency, LRC)를 통과한 코너를 1차 정합쌍으로 선정한다. 1차 정합쌍 가운데 RANSAC 기반 글로벌 변환(RANSAC-based Global Transformation, RGT) 오차가 이상치 임계값보다 작은 정합쌍을 최종 정합쌍으로 결정한다. 최종 정합쌍 코너를 이용해서 기준 영상과 관측 영상에서 Delaunay Triangulated Irregular Networks(TINs)을 각각 구성한 후에 서로 대응되는 각 삼각형마다 어파인 변환을 수행하고 각 삼각형 내부의 모든 화소들을 기준 영상 좌표로 변환한다. 제안한 알고리즘을 KOMPSAT-2 영상에 적용하여 RANSAC 기반 글로벌 변환보다 우수한 영상 등록 성능을 보임을 확인하였다.

코로나 19와 서울 소상공인 상권의 상관관계 분석 (The Analysis of Correlation Between COVID-19 and Seoul Small Business Commercial Districts)

  • 김재호;김장영
    • 한국정보통신학회논문지
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    • 제25권3호
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    • pp.384-388
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    • 2021
  • 현재 국내든, 해외든 코로나19로 인해 많은 소상공인들이 피해를 입고 있고, 많은 점포들이 문을 닫고 있는 것이 현실이다. 국가재난지원금을 통해 소비자들의 소비를 격려하면서 어느 정도 피해를 막으려고 하지만, 소상공인들의 폐업을 막는 것은 힘들게 되었다. 2020년 9월 서울기준, 코로나19사태로 인해 점포2만곳 이상이 폐점되었고, 코로나 19블루로 인해 우울증에 호소하는 사람들도 많아졌다. 이 문제는 서울, 대한민국뿐만이 아닌, 전 세계적으로 코로나 19 사태에 피해입은 전 지역에 대한 문제다. 코로나19의 환자 수가 증가할수록 점포 수는 꾸준히 줄어들고 있다. 이를 피어슨, 스피어만, 켄달의 상관계수를 분석해 코로나19 환자 수와 점포 수의 음의 상관관계를 나타낸다는 것을 제시한다.

An Approach to Credibility Enhancement of Automated Collaborative Filtering System through Accommodating User's Rating Behavior

  • Sung, Jang-Hwan;Park, Jong-Hun
    • 한국경영정보학회:학술대회논문집
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    • 한국경영정보학회 2007년도 International Conference
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    • pp.576-581
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    • 2007
  • The purpose of this paper is to strengthen trust on the automated collaborative filtering system. Automated collaborative filtering system is quickly becoming a popular technique for recommendation system. This elaborative methodology contributes for reducing information overload and the result becomes index of users' preference. In addition, it can be applied to various industries in various fields. After it collaborative filtering system was developed, many researches are executed to enhance credibility and to apply in various fields. Among these diverse systems, collaborative filtering system which uses Pearson correlation coefficient is most common in many researches. In this paper, we proposed new process diagram of collaborative filtering algorithm and new factors which should improve the credibility of system. In addition, the effects and relationships are also tested.

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피질골판이 해면질골의 초음파 특성에 미치는 영향 (Influence of Cortical Endplates on Ultrasonic Properties of Trabecular Bone)

  • 김윤미;이강일
    • 비파괴검사학회지
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    • 제35권2호
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    • pp.103-111
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    • 2015
  • 본 연구에서는 골절 위험도가 높은 대퇴골의 두꺼운 피질골판이 해면질골의 초음파 특성에 미치는 영향을 조사하였다. 이를 위해 소의 대퇴골을 이용하여 12개의 해면질골을 제작하였으며, 피질골과 유사한 밀도 및 음속을 갖는 아크릴을 이용하여 피질골판을 모사하는 1.25, 1.80, 및 2.75 mm의 두께를 갖는 아크릴판을 제작하였다. 해면질골 양면에 부착된 아크릴판의 두께가 증가하더라도 음속과 해면질골의 겉보기 골밀도 사이에 Pearson 상관계수는 0.80-0.86의 값을 가지며, 높은 상관관계가 존재하는 것으로 나타났다. 또한 0.5 MHz에서 측정된 감쇠계수와 해면질골의 겉보기 골밀도 사이에 Pearson 상관계수는 0.84-0.91의 값을 가지며, 높은 상관관계가 존재하는 것으로 나타났다. 이와 같은 결과로부터 종골에 비해 상대적으로 더 두꺼운 피질골판을 갖는 대퇴골에서 측정된 음속 및 특정 주파수에서의 감쇠계수는 대퇴골의 골밀도를 예측하기 위한 지표로서 이용될 수 있음을 알 수 있다.

간호대학생의 학업스트레스, 학업적 자기효능감, 전공만족도가 그릿(Grit)에 미치는 영향 (Effects of Academic Stress, Academic Self-Efficacy and Major Satisfaction in Nursing Student on Grit)

  • 정미라;정은
    • 한국콘텐츠학회논문지
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    • 제18권6호
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    • pp.414-423
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    • 2018
  • 본 연구는 간호대학생의 그릿에 영향을 미치는 요인을 규명하기 위한 서술적 조사연구이다. 본 연구의 대상자는 Y시에 소재하고 있는 일개 대학의 간호대학생을 대상으로 하였으며, 146부를 최종 분석에 사용하였다. 수집된 자료는 IBM SPSS Statistics 20.0 프로그램을 사용하여 기술통계, t-test, ANOVA, Scheffe, Pearson's correlation coefficient, multiple regression을 통해 분석하였다. 연구결과 그릿은 학업스트레스, 학업적 자기효능감, 전공만족도에 유의한 상관관계가 있는 것으로 나타났다. 다중회귀분석결과 그릿에 영향을 미치는 요인은 전공만족도, 학업적 자기효능감, 학업스트레스, 학점이었으며 이들의 설명력은 22.5%였다. 본 연구결과를 바탕으로 간호대학생의 그릿을 높일 수 있는 중재 프로그램 개발이 필요할 것으로 생각된다.

WOMAC-VA3.0의 타당도 및 신뢰도 -일부 슬관절 및 고관절 골관절염환자를 대상으로- (Validity and Reliability of the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC)-VA3.0 in Hip and Knee Osteoarthritis Patients)

  • 이승주;이현주;우영근
    • 한국전문물리치료학회지
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    • 제15권2호
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    • pp.20-29
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    • 2008
  • The purpose of this study was to examine the validity and reliability of the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC)-VA3.0 in patients with hip and knee osteoarthritis (OA). The sample consisted of 301 patients who had received treatments at the physical therapy units of 5 medical institutions in Andong City in june 2006. Questionnaires on the WOMAC were recruited by 12 physical therapists. The internal structure and reliability of the scales were evaluated by means of item-internal consistency (Cronbach's alpha coefficient: ${\alpha}$), item-discriminant validity, and Pearson's relation coefficient. To explore construct validity, we conducted a principal component factor analysis with varimax rotation analysis. The criterion for factor extraction was an eigenvalue >1.0. The average age of the patients was 62.1 years. All WOMAC subscales (pain, stiffness, and physical function) were internally consistent with Cronbach's coefficients of .81, .91, and .80, respectively. The internal consistency reliability of item-each scale were also internally consistent with Cronbach's coefficient of .89 (Pearson's correlation coefficient: .71~.84), .93 (.89~.91), and .96 (.67~.91), respectively. However, high correlation was found among 3 items (.66~.83, .66~.67, and .67~.83), so the item-discriminant validity was low (${\alpha}$ coefficient: .81, .91, .80, respectively). The construct validity by factor analysis was low because it was not consistent With WOMAC-VA3.0. In conclusion, the results reported here confirm the reliability of the WOMAC in patients with OA of the hip and knee. The collection of information on the hip and knee osteoarthritis using this instrument was acceptable to patients. A further prospective multi-center study will be necessary to prove the construct validity.

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노인요양시설 서비스 질 평가 도구 개발 (Development of an Evaluation Instrument for Service Quality in Nursing Homes)

  • 이지아;지은선
    • 대한간호학회지
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    • 제41권4호
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    • pp.510-519
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    • 2011
  • Purpose: The purposes of this study were to identify the factors influencing service quality in nursing homes, and to develop an evaluation instrument for service quality. Methods: A three-phase process was employed for the study. 1) The important factors to evaluate the service quality in nursing homes were identified through a literature review, panel discussion and focus group interview, 2) the evaluation instrument was developed, and 3) validity and reliability of the study instrument were tested by factor analysis, Pearson correlation coefficient, Cronbach's ${\alpha}$ and Cohen's Kappa. Results: Factor analysis showed that the factors influencing service quality in nursing homes were healthcare, diet/assistance, therapy, environment and staff. To improve objectivity of the instrument, quantitative as well as qualitative evaluation approaches were adopted. The study instrument was developed with 30 items and showed acceptable construct validity. The criterion-related validity was a Pearson correlation coefficient of .85 in 151 care facilities. The internal consistency was Cronbach's ${\alpha}$=.95. Conclusion: The instrument has acceptable validity and a high degree of reliability. Staff in nursing homes can continuously improve and manage their services using the results of the evaluation instrument.

여성의 성기능 장애와 성 스트레스, 성태도 및 성지식과의 관계 연구 (A Study on Female Sexual Dysfunction, Sexual Distress, Sexual Attitude and Knowledge in Korean Women)

  • 배정이
    • 여성건강간호학회지
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    • 제10권4호
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    • pp.342-350
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    • 2004
  • Purpose: It has been suggested that approximately 40% of women between 40 and 64 years of age cease their sexual activity. The aim of this study was to establish the basic data for FSD(female sexual dysfunction) and FSD-related factors in regional urban and rural areas of Korea. Method: Three hundred twenty five women over 20 years of age and resident in regional urban and rural areas were analyzed by a visit survey with an organized questionnaire. The female sexual function index(FSFI) for measurement of sexual dysfunction was used. The significance between the degree of sexual dysfunction and characteristics of the participants was analyzed by a t-test and ANOVA test. The relationship between the degree of sexual dysfunction and related factors was analyzed by Pearson's correlation coefficient. Results: All analyzing tools including the FSFI had a high validity for measuring. The FSFI in Korean women was $19.97{\pm}4.87$ and ranged from 2 to 29. Old age, menopause, medication, no contraception usage and longer marital duration were significantly related with a lower FSFI score. Pearson's correlation coefficient revealed the significance in degrees of sexual distress (r=-.469, p=.000), sexual attitude(r=.305, p=.000) and a stressful life event(r= -.141, p=.038) with the sexual function index score. Conclusion: Women with sexual dysfunction should be evaluated for these sexual function-related factors in the history taking, and this data can be a basis for study for sexual dysfunction.

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교합력 비대칭률과 중간 목갈비근 근육 두께의 비대칭률 상관관계 (Correlation between the Asymmetric Ratio of Occlusal Force and the Thickness of the Middle Scalene Muscle)

  • 채정병;조현래
    • PNF and Movement
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    • 제14권1호
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    • pp.53-57
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    • 2016
  • Purpose: This study aimed to examine the correlation between the asymmetric ratio of occlusal force of the temporomandibular joint and the thickness of the middle scalene muscle. Methods: The study measured the occlusal force of the right and left temporomandibular joints in 30 subjects (12 males and 18 females). Pearson's correlation analysis was performed to examine the effect of occlusal force on the asymmetric ratio of the thickness of their middle scalene muscles by measuring the force using ultrasound after the break. Results: The correlation between the asymmetric ratio of occlusal force and muscle thickness is 0.41, according to Pearson's correlation coefficient. Therefore, the result shows a moderate correlation with the asymmetric ratio of the temporomandibular joint depending on differences in the thickness of the middle scalene muscle. Conclusion: Based on the above results, the asymmetric ratio of occlusal force was found to correlate with the thickness of the middle scalene muscle. Thus, therapeutic intervention is required for the middle scalene muscle in the case of temporomandibular joint disorder.