• Title/Summary/Keyword: R-package

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A MA-plot-based Feature Selection by MRMR in SVM-RFE in RNA-Sequencing Data

  • Kim, Chayoung
    • 한국정보기술학회논문지
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    • 제16권12호
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    • pp.25-30
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    • 2018
  • 유전자 규정 네트워크 (GRN)에 RNA-시퀀싱 데이터를 활용할 때, 해당 유전자와 환경과의 상호 작용에 의해서 생기는 형질들 중에서 연관성이 높은 유전자로 GRN을 구성하는 것은 상당히 어려운 일이다. 본 연구에서는 Big-Data의 RNA-시퀀싱 자료들로, 지지 벡터 머신 회귀 특징 추출(SVM-RFE) 에 근거하여, 연관성이 높은 유전자(maximum-relevancy)는 추출하고, 연관성이 낮은 유전자(minimum-redundancy)는 제거하는 MRMR 필터 방법을 집중도 의존 정규화(intensity-dependent normalization, DEGSEQ)에 기반 하여 데이터의 정밀성을 높여, 소수 연관성 높은 유전자만 판별해 내는 방법을 사용한다. 제안한 방법은 R 언어 패키지를 사용하여 편리함과 동시에, 다른 기존의 방법을 비교하였을 때, Big-Data의 시간 활용도를 높이면서, 동시에 높은 연관성 있는 유전자만을 잘 추출해 냄을 확인하였다.

Research Trend Analysis for Sustainable QR code use - Focus on Big Data Analysis

  • Lee, Eunji;Jang, Jikyung
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권9호
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    • pp.3221-3242
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    • 2021
  • The purpose of the study is to examine the current study trend of 'QR code' and suggest a direction for the future study of big data analysis: (1) Background: study trend of 'QR code' and analysis of the text by subject field and year; (2) Methodology: data scraping and collection, EXCEL summary, and preprocess and big data analysis by R x 64 4.0.2 program package; (3) the findings: first, the trend showed a continuous increase in 'QR code' studies in general and the findings were applied in various fields. Second, the analysis of frequent keywords showed somewhat different results by subject field and year, but the overall results were similar. Third, the visualization of the frequent keywords also showed similar results as that of frequent keyword analysis; and (4) the conclusions: in general, 'QR code' studies are used in various fields, and the trend is likely to increase in the future as well. And the findings of this study are a reflection that 'QR code' is an aspect of our social and cultural phenomena, so that it is necessary to think that 'QR code' is a tool and an application of information. An expansion of the scope of the analysis is expected to show us more meaningful indications on 'QR code' study trends and development potential.

An Efficiency Analysis of Takaful Insurance Industry: A Comparative Study

  • COSKUN, Ali;HABIBNIYA, Houshang;KECELI, Yavuz
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.111-120
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    • 2021
  • Takaful, which is an Islamic insurance instrument, manages risks in business, according to Shariah (Islamic law) principles and offers risk protection and savings assets. The study analyzes the comparative efficiency of takaful insurance companies by implementing empirical research. The study also provides a comprehensive literature review on the efficiency analysis of the takaful industry. The empirical part presents a wide range of efficiency comparisons of 41 takaful insurance companies in 16 countries between 2009 and 2014. The data enveloping analysis technique is utilized using the rDEA package in the R environment to compute the efficiency score. In the study, the technical efficiency, overall technical efficiency, and pure technical efficiency are calculated and compared per year and per country. The findings of the study suggest that the overall average efficiency scores of takaful companies are considerably high. The study results also indicate that the excess in the consumption of inputs decreases while the deficit in achieved outputs has been declining in the covered period. The study suggests the managers of the takaful companies can use the target efficiency scores, which are calculated by using the DEA analysis, as an ideal reference benchmark for planning their inputs and outputs.

Verification of SARAX code system in the reactor core transient calculation based on the simplified EBR-II benchmark

  • Jia, Xiaoqian;Zheng, Youqi;Du, Xianna;Wang, Yongping;Chen, Jianda
    • Nuclear Engineering and Technology
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    • 제54권5호
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    • pp.1813-1824
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    • 2022
  • This paper shows the verification work of SARAX code system in the reactor core transient calculation based on the simplified EBR-II Benchmark. The SARAX code system is an analysis package developed by Xi'an Jiaotong University and aims at the advanced reactor R&D. In this work, a neutron-photon coupled power calculation model and a spatial-dependent reactivity feedback model were introduced. To verify the models used in SARAX, the EBR-II SHRT-45R test was simplified to an ULOF transient with an input flowrate change curve by fitting from reference. With the neutron-photon coupled power calculation model, SARAX gave close results in both power fraction and peak power prediction to the reference results. The location of the hottest assembly from SARAX and reference are the same and the relative power deviation of the hottest assembly is 2.6%. As for transient analysis, compared with experimental results and other calculated results, SARAX presents coincident results both in trend and absolute value. The minimum value of core net reactivity during the transient agreed well with the reported results, which ranged from -0.3$ to -0.35$. The results verify the models in SARAX, which are correct and able to simulate the in-core transient with reliable accuracy.

주성분 분석을 활용한 재현자료 생성 (Synthetic data generation by probabilistic PCA)

  • 박민정
    • 응용통계연구
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    • 제36권4호
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    • pp.279-294
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    • 2023
  • 재현자료를 생성할 때 순차회귀 다중대체(SRMI)를 이용하는 방식이 가장 널리 알려져 있으며, 이를 구현한 소프트웨어로 R-패키지 synthpop이 활용되고 있다. 본 논문에서는 확률적 주성분 분석(PPCA)을 이용하여 재현자료를 생성하는 방안을 제안하고 2개의 데이터 세트를 이용한 모의실험으로 SRMI 방식과 PPCA 방식을 비교하였다. 모의실험에서 PPCA 방식으로 생성한 재현자료는 쌍별 상관계수를 기준으로 원자료와의 유사성이 가장 우수함을 확인하였다. 향후 PPCA 방식을 이용하여 시계열 자료에 대한 재현자료 생성을 연구하고자 한다.

회귀 분석 모델을 이용한 고리 1호기 해체 비용 추정 (Decommissioning Cost Estimation of Kori Unit 1 Using a Multi-Regression Analysis Model)

  • 주한영;김재욱;정소윤;문주현
    • 방사성폐기물학회지
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    • 제18권2_spc호
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    • pp.247-260
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    • 2020
  • 본 논문에서는 고리 1호기 해체 비용 추정을 위해 외국 원자력발전소 해체 비용 데이터를 현가화한 후 원자력발전소 해체 비용 추정 회귀 분석모델을 개발하였다. 이 모델 개발에 사용된 데이터는 해체 또는 진행 중인 BWR 13기, PWR 16기의 해체 비용 데이터이다. 회귀 분석모델 도출을 위해, 해체 비용을 종속변수로 정하고, 해체 원전의 운전 특성을 반영할 수 있게 고안된 Contamination factor와 해체 기간을 독립변수로 선정하였다. 빅데이터 분석 도구인 R language의 통계패키지를 이용하여 회귀 분석모델을 도출하였다. 이 회귀 분석 모델을 적용하여 고리 1호기 해체 비용을 예측한 결과, 미화 663.40~928.32백만 달러, 한화 약 7,828.12억~1조 954.18억 원이 소요될 것으로 예측되었다.

The Records of Origin and Transport of Sediments From the Past to the Present in the Yellow Sea

  • Yi, Hi-Il;Chun, Jong-Hwa;Shin, Im-C.;Shin, Dong-Hyeok;Jou, Hyeong-Tae
    • Journal of the korean society of oceanography
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    • 제39권1호
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    • pp.96-106
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    • 2004
  • A total of 116 surface sediment samples were obtained on the Yellow Sea and analyzed for grain size and geochemical elements in order to interpret the present sediment transportation. Thirty-nine cores and 3,070 line-km shallow seismic profiles are analyzed for sedimentary records of Yellow Sea in the past. Results show that the boundary of sediment transport between Korean side and Chinese side is about between $123^{\circ}E$ and $124^{\circ}E$. The similar result is produced from Shi et al. (in this publication). Two cyclonic patterns of surface sediments are recognized in the northeastern and southwestern Yellow Sea, while the strong front zone of the mud patch and sandy sediments are found in the southeastern Yellow Sea (the southwestern part of Korean coasts). The formation of fine-particle sediment packages, called for Northwest Mudbelt Deposit (NWMD), Hucksan Mudbelt Deposit (HSMD) and Jeju Mudbelt Deposit (JJMD), are resulted from eddies (gyres) of water circulations in the Yellow Sea. NWMD has been formed by cyclonic (anticlockwise) eddy. NWMD is composed of thick, homogeneous, relatively semi-consolidated gray clay-dominated deposit. On the other hand, HSMD and JJMD are formed by anticyclonic (clockwise) eddies. They are thick, homogeneous, organic-rich gray, silt-dominated deposit. Both core and surface sediments show that the middle zone across Chinese and Korean side contains bimodal frequency of grain-size distribution, indicating that two different transport mechanisms exist. These mud packages are surrounded by sand deposits from both Korea and China seas, indicating that Yellow Sea, which is the shallow sea and epicontinental shelf, is formed mostly by sand deposits including relict sands. The seismic profiles show such as small erosional/non-depositional channels, sand-ridges and sand-waves, Pleistocene-channelfilled deposits, a series of channels in the N-S major channel system, and thick Holocene sediment package, indicating that more complex sedimentary history exists in the Yellow Sea.

스트레스가 일 산업장 근로자의 건강상태에 미치는 영향에 관한 연구 (A Study on the Effects of Stress in the Health Condition of Blue-Collared Workers)

  • 강지숙
    • 대한간호학회지
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    • 제14권1호
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    • pp.1-20
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    • 1984
  • This study was attempted to evaluate and explain the correlation between stress and utilization of Dispensary, Frequency of absence, Frequency of accident as the health condition of bluecollared workers. The subjects for this study were 260 workers selected conveniently from 360 workers working at one chemical manufacturer located in Seoul. The dataas measure the Stress was collected through SRRS (The Social Readjustment Rating Scale) which is developed by Holmes & Rahe (1976) from 27th July to 10th August, 1983. The data of Utilization of Dispensary and Frequency of Accident were brought out from the record of Dispensary during past 8 months. The Frequency of Abscence from January to August were collected through diligence and indolence cards of each department. All collected data were analysed based on the SPSS (Statistical Package for the Social Science) program. The results of the study are as follows: 1. The average of Utilization of Dispensary was 7.4, Frequency of abscence 14.6, frequency of Accident 0.4. 2. The average score of Stress was 134 (minimum : 0, maximum : 593, Standard deviation : 109. 3) It can be considered as a slight stressed group by the requlations of Holmes and Rahe. 3. According to the analysed results of correlation between Stress and the Utilization of Dispensary, Frequency of Absence, frequency of Accident, the Utilization of dispensary and stress were significantly related (r= .1955, p<.001), the Frequency of Absence (r=.0284, p >, 05), and the Frequency of Absence (r=.0284, p>.05), and the Frequency of Accident (r= .0831, p>.05) were not significantly related with Stress. 4. In the relation between general characters of subjects and the Utilization of Dispensary, 20 to 25 aged group, women, single, christian, lent-house dwelling, 1 to 5 years employed group used at a high ratio. 5. In the relation between general character of subjects and the Frequency of Absence, men, 51 to 55 aged group, 21 to 25 years employed group indicated high Frequency, and other char-noters were not significantly related. 6. In the relation between general characters of subjects and the Frequency of Accident, women. single, 20 to 25 aged group, catholic, lent-house dwelling, below 1 year employed group showed high frequency. 7. Stress showed a significant difference only with a religion. Catholic group represented mode-rate stressed scored 209.67, and not significantly related with other general characters.

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NCP 적용 COB 플립칩 패키지의 신뢰성 연구 (Study on the Reliability of COB Flip Chip Package using NCP)

  • 이소정;유세훈;이창우;이지환;김준기
    • 마이크로전자및패키징학회지
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    • 제16권3호
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    • pp.25-29
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    • 2009
  • COB(chip-on-board) 플립칩 패키지에 있어서 NCP(non-conductive paste)의 적용성을 확보하기 위해 자체 포뮬레이션한 NCP와 상용 NCP에 대하여 보드레벨 플립칩 패키지를 제작하고 고온고습 및 열충격 신뢰성을 평가하였다. 실험결과 보다 작은 입도의 용융 실리카를 첨가한 NCP 시제품들이 고온고습 신뢰성에 유리한 것을 알 수 있었다. 또한, NCP 접속부에 있어서 열응력에 의한 피로보다 흡습에 의한 에폭시의 팽창이 접속부 파손에 보다큰 영향을 미치는 것으로 나타났으며, NCP의 접착강도가 높을수록 NCP 플립칩 패키지의 열충격 신뢰성이 향상되는 것을 알 수 있었다.

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대학 골프선수들의 운동능력믿음, 성취목표성향, 운동몰입 및 인지된 경기력의 관계 (The Relationships between Sports Ability Beliefs, Achievement Goal Orientation, Exercise Flow, and Perceived Performance in College Golf Athletes)

  • 범철호
    • 한국산학기술학회논문지
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    • 제18권2호
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    • pp.268-276
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    • 2017
  • 본 연구의 목적은 대학 골프선수들을 대상으로 운동능력믿음, 성취목표성향, 운동몰입 및 인지된 경기력의 이론적 관계를 검증하는데 있다. SPSS 18.0과 AMOS 18.0 통계 프로그램을 활용하여 대학교에 재학 중인 211명의 골프선수들로부터 수집한 자료를 분석한 결과는 다음과 같다. 첫째, 대학 골프선수들이 갖고 있는 운동 능력에 대한 믿음의 하위요인에서 증가된 믿음은 과제성취성향에(C.R.=3.780, p<.001) 영향을 주는 것으로 밝혀졌다. 둘째, 대학 골프선수들의 성취목표성향에서 과제성취성향(C.R.=4.082, p<.001)과 자아성취성향(C.R.=3.819, p<.001)은 골프에 대한 몰입감을 높이는 것으로 나타났다. 셋째, 대학 골프선수들의 성취목표성향의 하위 요인에서는 과제성취성향(C.R.=3.020, p<.01)만이 인지된 경기력을 향상시키는 것으로 나타났다. 넷째, 대학 골프선수들의 운동몰입이 높을수록 인지된 경기력의 수준도 좋아지는 것으로 나타났다(C.R.=4.642, p<.001). 다른 하위요인들은 통계적으로 유의한 수준에서 검증되지 못했다. 이러한 연구결과는 선수 자신의 운동능력에 대한 믿음에 따라 경기력이 변화될 수 있음을 알려주는 것으로서, 다양한 스포츠 분야에 적용이 가능할 것으로 보인다.