• Title/Summary/Keyword: 피어슨 상관 계수

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Feature Selection for Classification of Mass Spectrometric Proteomic Data Using Random Forest (단백체 스펙트럼 데이터의 분류를 위한 랜덤 포리스트 기반 특성 선택 알고리즘)

  • Ohn, Syng-Yup;Chi, Seung-Do;Han, Mi-Young
    • Journal of the Korea Society for Simulation
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    • v.22 no.4
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    • pp.139-147
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    • 2013
  • This paper proposes a novel method for feature selection for mass spectrometric proteomic data based on Random Forest. The method includes an effective preprocessing step to filter a large amount of redundant features with high correlation and applies a tournament strategy to get an optimal feature subset. Experiments on three public datasets, Ovarian 4-3-02, Ovarian 7-8-02 and Prostate shows that the new method achieves high performance comparing with widely used methods and balanced rate of specificity and sensitivity.

Convergence study on the influence of dental hygiene student supporting awareness in their empathy about elderly (치위생(학)과 학생의 노인에 대한 부양의식이 공감력에 미치는 요인에 관한 융합연구)

  • Park, Sin-Young
    • Journal of Convergence for Information Technology
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    • v.7 no.5
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    • pp.25-30
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    • 2017
  • This study was to investigate the supporting awareness and empathy with the dental hygiene student. The participants were 193 dental hygiene students in Gwang Ju city and analyzed by the frequency analyzed, t-test, ANOVA, pearson corelation coefficients and multiple regression analysis using IBM SPSS STATICS 20.0. Supporting awareness and empathy about the elderly had a significant positive correlation. Factors influencing empathy were interest of elderly problem and supporting awareness. It is necessary to the establishment of a subject and education program about elderly in dental hygiene students.

Application of Meteorological Drought Index in East Asia using Satellite-Based Rainfall Products (위성영상 기반 강수량을 활용한 동아시아 지역의 기상학적 가뭄지수 적용)

  • Mun, Young-Sik;Nam, Won-Ho;Kim, Taegon;Svoboda, Mark D.;Hayes, Michael J.
    • Proceedings of the Korea Water Resources Association Conference
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    • 2019.05a
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    • pp.123-123
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    • 2019
  • 최근 기후변화로 인해 중국, 한국, 일본, 몽골 등을 포함한 동아시아 지역은 태풍, 가뭄, 홍수와 같은 자연재해의 발생 빈도가 증가하고 있는 추세이다. 중국의 경우 2017년 극심한 가뭄으로 1,850만 (ha)의 농작물 피해가 발생하였으며, 몽골 또한 2017년 4월 이후 극심한 가뭄으로 사막화가 급속도로 진행되고 있다. 위성 기반의 강우 자료는 공간과 시간 해상도가 높아짐에 따라 지상관측소 강수량 자료의 대체 수단으로 이용되고 있다. 본 연구에서는 Climate Hazards Groups InfraRed Precipitation with Station (CHIRPS), Precipitation Estimation From Remotely Sensed Information Using Artificial Neural Networks-Climate Data Record (PERSIANN-CDR), Global Precipitation Climatology Centre (GPCC) 강우 위성 자료를 활용하여 기상학적 가뭄지수인 표준강수지수 (Standardized Precipitation Index, SPI)를 산정하였다. 시간 해상도는 월별 영상을 기준으로 2008년부터 2017년까지 지난 10년간의 데이터를 이용하였으며, 각각 격자가 다른 위성영상을 기존 기상관측소와 비교하였다. 피어슨 상관계수 (Pearson Correlation Coefficient, R)를 활용하여 강우 위성 영상과 지상관측소의 상관관계를 분석하고, 평균절대오차 (Mean Absolute Error, MAE), 평균제곱근오차 (Root Mean Square Error, RMSE)를 통해 통계적으로 정확도를 분석하였다. 인공위성 강수량 자료는 미계측 지역이 많은 곳이나 측정이 불가능한 지역에 효율성 측면에서 중요한 이점을 제공할 것으로 판단된다.

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A Empirical Study on Recommendation Schemes Based on User-based and Item-based Collaborative Filtering (사용자 기반과 아이템 기반 협업여과 추천기법에 관한 실증적 연구)

  • Ye-Na Kim;In-Bok Choi;Taekeun Park;Jae-Dong Lee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.714-717
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    • 2008
  • 협업여과 추천기법에는 사용자 기반 협업여과와 아이템 기반 협업여과가 있으며, 절차는 유사도 측정, 이웃 선정, 예측값 생성 단계로 이루어진다. 유사도 측정 단계에는 유클리드 거리(Euclidean Distance), 코사인 유사도(Cosine Similarity), 피어슨 상관계수(Pearson Correlation Coefficient) 방법 등이 있고, 이웃 선정 단계에는 상관 한계치(Correlation-Threshold), 근접 N 이웃(Best-N-Neighbors) 방법 등이 있다. 마지막으로 예측값 생성 단계에는 단순평균(Simple Average), 가중합(Weighted Sum), 조정 가중합(Adjusted Weighted Sum) 등이 있다. 이처럼 협업여과 추천기법에는 다양한 기법들이 사용되고 있다. 따라서 본 논문에서는 사용자 기반 협업여과와 아이템 기반 협업여과 추천기법에 사용되는 유사도 측정 기법과 예측값 생성 기법의 최적화된 조합을 알아보기 위해 성능 실험 및 비교 분석을 하였다. 실험은 GroupLens의 MovieLens 데이터 셋을 활용하였고 MAE(Mean Absolute Error)값을 이용하여 추천기법을 비교 하였다. 실험을 통해 유사도 측정 기법과 예측값 생성 기법의 최적화된 조합을 찾을 수 있었고, 사용자 기반 협업여과와 아이템 기반 협업여과의 성능비교를 통해 아이템 기반 협업여과의 성능이 보다 우수했음을 확인 하였다.

The Correlation between Nurse's image, Biomedical ethics and Professionalism in Nursing Students (간호학생의 간호사이미지, 생명윤리의식 및 간호전문직관의 상관관계)

  • Gu, Hye-Ja;Lee, Oi-Sun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.11
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    • pp.7356-7366
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    • 2015
  • This study was done to identify the relationship between nurses's image, biomedical ethics, and professionalism of nursing students. Subjects were 223 nursing students in Korea. Data were collected using self-report questionaires from September 4 to 19, 2014. Data were analyzed by frequency, t-test, ANOVA, Pearson's correlation using SPSS Win 20 program. Nurse's image was significantly correlation with biomedical ethics and professionalism in nursing students. Therefore, to increase nurse's image, biomedical ethics and professionalism of nursing students, it is necessary to develop and test program for improving nurse's image, biomedical ethics and professionalism of nursing students.

Correlation Analysis Between Awareness of the Serious Accidents and Safety Consciousness of Construction Workers Under the Act on the Punishment of Serious Accidents (중대재해처벌법 인지 정도와 건설 근로자 안전 의식 수준의 상관관계분석)

  • Seo, Youngjun;Kim, Seulgi;Lee, Dongyeope;Jung, Junhwi;Kim, Daeyoung
    • Korean Journal of Construction Engineering and Management
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    • v.25 no.3
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    • pp.47-57
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    • 2024
  • The purpose of this study was to analyze the Correlation Analysis between Awareness of the Serious Disaster and Safety Consciousness of Construction Workers under the Act on the Punishment of Serious. A survey was conducted on construction workers, construction managers, and safety managers. The results of this study were as follows; The correlation analysis conducted among the three groups indicated a significant correlation, with safety managers demonstrating the highest correlation, followed by construction managers and construction workers, and all three groups exhibited a moderate correlation. The correlation analysis conducted for the entire group also revealed a significant correlation, and as the number of participants increased, higher correlation coefficients were observed. Furthermore, to ascertain the significance of the correlation coefficients, a comparison was made between the p-value and the significance level (α). Consequently, a p-value smaller than the significance level of 0.05 was obtained, leading to the rejection of the null hypothesis and the acceptance of the alternative hypothesis. Therefore, it can be concluded that there is a relationship between the level of awareness of the serious Accidents Punishment Act and the level of Safety Consciousness of Construction. One limitation of this study is that it relied on a subjective indicator through a survey, which may introduce variability in the difficulty level of the questionnaire items.

DEGREE OF SYMMETRY OF DENTAL CARIES IN PRIMARY DENTITION (유치열 치아우식증의 구강내 대칭도)

  • Lee, Kwang-Hee;La, Ji-Young;An, So-Youn;Kim, Yun-Hee
    • Journal of the korean academy of Pediatric Dentistry
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    • v.37 no.4
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    • pp.453-460
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    • 2010
  • This study was one of the caries pattern studies. The purpose was to investigate the degree of intraoral symmetry of dental caries in the primary dentition. The dmfs data from children aged 36 to 71 months were analyzed. Pearson correlation coefficients between right teeth and left teeth were from 0.558 (upper canines) to 0.847 (upper central incisors) and 0.905 in total (P<0.01). Differences between right teeth and left teeth were mostly not significant (P>0.05). Pearson correlation coefficients between upper teeth and lower teeth were from 0.150 (right lateral incisors) to 0.506 (right first molars) and 0.680 in total (P<0.01). Differences between upper teeth and lower teeth were mostly significant (P<0.05). Percentages of bilateral caries experience cases per cases having caries experience were from 34.0% (upper canines) to 80.1% (upper central incisors), and from 53.9% (distal) to 84.9% (mesial) in upper central incisors, from 34.1% (mesial) to 45.0% (occlusal) in upper first molars, from 20.7% (distal) to 48.0% (occlusal) in upper second molars, from 34.4% (buccal) to 58.1% (occlusal) in lower first molars, and from 29.7% (distal) to 61.4% (occlusal) in lower second molars, respectively.

Performance Analysis of Simultaneous Liftable 3D Concrete Printing Based on Statistical Analysis Algorithm (통계분석 알고리즘 프로그램을 활용한 동시 인상 3D 콘크리트 프린팅의 성능 분석)

  • Yoon-Chul Kim;Sung-Jo Kim;Bongsik Kim;Yongsoo Ji;Tong-Seok Han
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.36 no.6
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    • pp.407-414
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    • 2023
  • In this study, an automated jack-up system, applicable to various fields, was employed for 3D concrete printing and developed as a simultaneous liftable 3D concrete printing system. This developed printing system enables safe and precise jack-up by monitoring the measured jack-up distance using Pearson correlation coefficient analysis and a hydraulic system with interquartile range analysis in real-time during 3D concrete printing operations. It is possible to secure the quality of 3D concrete printing structures, which is essential for expanding the application of 3D concrete printing to construct larger structures. Specimens were printed using both conventional 3D concrete printing and simultaneous liftable 3D concrete printing to evaluate the system performance. The printed specimens were investigated using a 3D scanner. The layer-wise diameter and angle of intersection of the scanned specimens were measured, and an analysis was performed to verify the advantages of the simultaneous liftable 3D concrete printing.

A Pilot Study for Standardization of the Sensory Processing Scale for Children (SPS-C) (아동감각처리척도(Sensory Processing Scale for Children; SPS-C)의 표준화를 위한 예비연구)

  • Shin, Ji-eun;Kim, Kyeong-Mi;Chang, Moon-Young;Hong, Eunkyoung
    • The Journal of Korean Academy of Sensory Integration
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    • v.18 no.2
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    • pp.42-54
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    • 2020
  • Objective : The purpose of this study was to define a standard score of Sensory Processing Scale for Children (SPS-C) and its concurrent validity by correlation with the Short Sensory Profile (SSP). Methods : The subjects were children enrolled in nurseries and kindergartens in Busan and Gyeongnam. We defined the standard score of the SPS-C and identified its concurrent validity for 337 children. Both the SPS-C and SSP instruments were used to assess the children's sensory processing ability. The collected data were analyzed using SPSS 24.0. A statistical analysis was used to define the standard score for SPS-C based on the mean and SDs of -1 and -2. To identify the concurrent validity of the SPS-C, the correlation between it and SSP was measured using Pearson's correlation analysis. Results : The ranges of total standard scores on the SPS-C were classified as follows: 115~160 indicated "Typical Performance"; 105~114 indicated "Probable Difference"; and finally, 50~104 indicated "Definite Difference." Concurrent validity was ascertained using the Pearson correlation between the total scores of the SPS-C and the SSP; the Pearson correlation coefficient was .755, indicating a statistically significant correlation. Conclusion : This study suggests the standard score of the SPS-C for interpreting results in clinical settings and confirms that it is a valid tool for evaluating children's sensory processing ability.

Study on Readers about Library and Information Science Fields' Articles by Analyzing Mendeley (Mendeley를 통한 문헌정보학 주요 분야 연구 논문의 독자 분석)

  • Cho, Jane
    • Journal of Korean Library and Information Science Society
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    • v.48 no.1
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    • pp.77-97
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    • 2017
  • With reference management tool based on web, we could understand not only impact about non-author, such as hand-on worker, educator, who are out of academia, but also trace the subject fields of readers and their status. This study by analyzing mendeley, understand what kinds of subject fields and status of readers read library and information science field articles. As a result of analyzing the status and the major of the reader, readers were distributed in the fields of business administration, education and so on, and according to the reader's major, there was a significant difference (p = .000) between the subject area of relatively read a lot. By the way, as the result of relational analysis between citation rate and numbers of mendeley readership about medeley saved articles, correlation coefficient shows 0.585, however as the result of relational analysis limiting the groups, in case of author group who tends to read the articles for citing, correlation coefficient shows 0.619. On the other hand, non-author group shows 0.384.