• 제목/요약/키워드: R-package

검색결과 539건 처리시간 0.025초

다변량 자료에서 특이점 검출 및 시각화 - R 스크립트 (Detecting outliers in multivariate data and visualization-R scripts)

  • 김성수
    • 응용통계연구
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    • 제31권4호
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    • pp.517-528
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    • 2018
  • 다변량 자료에서 특이점을 검출하고, 검출된 특이점을 시각화와 연결한 R 스크립트를 제공한다. 개발된 R 스크립트는 특이점을 검출하는 방법으로서 1) Robust Mahalanobis distance, 2) High Dimensional data, 3) Density-based approach 방법을 이용하였다. 특이점을 연결하면서 데이터 구조를 파악하기 위한 시각화 방법으로는 1) multidimensional scaling (MDS)와 minimal spanning tree (MST)를 K-means 군집분석과 연결하여 표시하는 방법, 2) MDS를 fviz cluster와 연결하는 방법, 3) principal component analysis (PCA)를 fviz cluster와 연결한 방법을 이용하였다. 사례분석의 예로서는 Major League Baseball (MLB) 자료에서 류현진이 적극적으로 활동하던 2013년, 2014년 투수자료를 이용하였다. 개발된 R 스트립트는 "http://www.knou.ac.kr/~sskim/ddpoutlier.html (R 스크립트와 R 패키지도 다운로드 받을 수 있다. 실행방법도 설명되어 있다.)"에서 다운받으면 된다.

R을 이용한 PLS 구조방정식모형 분석 튜토리얼: 예시 연구모형 및 데이터를 중심으로 (A Tutorial on PLS Structural Equating Modeling using R: (Centering on) Exemplified Research Model and Data)

  • 윤철호;김상훈
    • 경영정보학연구
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    • 제16권3호
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    • pp.89-112
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    • 2014
  • 본 튜토리얼은 PLS 경로분석 수행을 지원하는 R 패키지인 "plspm"을 이용하여 구조방정식모형을 분석하는 방법을 제시하고 있다. 본 튜토리얼에서는 이를 위해 기존 연구들에서 제시하고 있는 PLS구조방정식모형을 분석하기 위한 기준들을 정의하고, 하나의 예시 연구모형을 제시하여 실질적으로 R을 이용하여 이 예시 모형을 분석하는 것을 보여준다. 본 튜토리얼은 PLS를 처음 접하는 연구자들에게는 연구모형에 대한 실증분석을 위한 유용한 가이드가 될 것이며, 이미 PLS에 익숙한 연구자들에게는 R을 이용한 새로운 PLS 구조방정식모형 분석기법 제시를 통하여 R이라는 통합된 통계 소프트웨어 운영환경에서 심도 있는 분석을 위한 기반 지식을 제공할 것이다.

구조방정식모형에서의 R을 이용한 부트스트랩 기반의 이중매개효과 분석 방안에 대한 연구 (A Study on the Double Mediation Analysis in Structural Equating Models with Bootstrapping Using R)

  • 윤철호;최광돈
    • 디지털융복합연구
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    • 제14권9호
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    • pp.111-121
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    • 2016
  • 본 연구는 R을 이용하여 구조방정식모형에서 이중매개효과 분석을 수행하는 방안을 제시하고 있다. 이를 위해 본 연구에서는 매개효과 분석을 위한 다양한 기법들에 대한 문헌연구를 통해 부트스트랩 기법을 이중매개 효과분석을 수행하는데 있어서 가장 적합한 기법으로 선정하고, PLS 경로분석 수행을 지원하는 R패키지인 plspm을 이용하여 구조방정식모델링에서 부트스트랩 기반의 이중매개효과를 분석하는 방안을 개발했다. 결과물로 본 연구에서는 예시모형을 대상으로 한 이중매개효과 분석기법과 관련 R스크립트들이 제시되었다. 본 연구는 대부분의 SEM 패키지들에서 지원하지 못하는 구조방정식모델링에서의 이중매개효과 분석을 포함하는 연구들에서 유용하게 활용될 것이며, 또한 연구자들에게 R을 이용한 새로운 매개효과 분석기법 제시를 통하여 심도 있는 연구를 위한 기반 지식을 제공할 것이다.

An Implementation of Highly Integrated Signal Processing IC for HDTV

  • Hahm Cheul-Hee;Park Kon-Kyu;Kim Hyoung-Gil;Jung Choon-Sik;Lee Sang-keun;Jang Jae-Young;Park Sung-Uk;Chon Byung-Hoan;Chun Kang-Wook;Jo Jae-Moon;Song Dong-il
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2003년도 정기총회 및 학술대회
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    • pp.69-72
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    • 2003
  • This paper presents a signal processing IC for digital HDTV, which is designed to operate in bunt-in HDW or in HD-set-top Box. The chip supports de-multiplexing an ISO/IEC 13818-1 MPEG-2 TS stream. It decodes MPEG-2 MP@HL video bitstream, and provides high-quality scaled video for display on HDTV monitor. The chip consists of ARM7TDMI for TS-Demux, PCI interface, Audio interface, MPEG2 MP@HL video decoder Display processor, Graphic processor, Memory controller, Audio int3face, Smart Card interface and UART. It is fabricated using Sam sung's 0.18-um and the package of 492-pin BGA is used.

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이방성 전도 필름을 이용한 플립칩 패키지의 열피로 수명 예측 및 강건 설계 (Robust Design and Thermal Fatigue Life Prediction of Anisotropic Conductive Film Flip Chip Package)

  • 남현욱
    • 대한기계학회논문집A
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    • 제28권9호
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    • pp.1408-1414
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    • 2004
  • The use of flip-chip technology has many advantages over other approaches for high-density electronic packaging. ACF (anisotropic conductive film) is one of the major flip-chip technologies, which has short chip-to-chip interconnection length, high productivity, and miniaturization of package. In this study, thermal fatigue lift of ACF bonding flip-chip package has been predicted. Elastic and thermal properties of ACF were measured by using DMA and TMA. Temperature dependent nonlinear hi-thermal analysis was conducted and the result was compared with Moire interferometer experiment. Calculated displacement field was well matched with experimental result. Thermal fatigue analysis was also conducted. The maximum shear strain occurs at the outmost located bump. Shear stress-strain curve was obtained to calculate fatigue life. Fatigue model for electronic adhesives was used to predict thermal fatigue life of ACF bonding flip-chip packaging. DOE (Design of Experiment) technique was used to find important design factors. The results show that PCB CTE (Coefficient of Thermal Expansion) and elastic modulus of ACF material are important material parameters. And as important design parameters, chip width, bump pitch and bump width were chose. 2$^{nd}$ DOE was conducted to obtain RSM equation far the choose 3 design parameter. The coefficient of determination ($R^2$) for the calculated RSM equation is 0.99934. Optimum design is conducted using the RSM equation. MMFD (Modified Method for feasible Direction) algorithm is used to optimum design. The optimum value for chip width, bump pitch and bump width were 7.87mm, 430$\mu$m, and 78$\mu$m, respectively. Approximately, 1400 cycles have been expected under optimum conditions. Reliability analysis was conducted to find out guideline for control range of design parameter. Sigma value was calculated with changing standard deviation of design variable. To acquire 6 sigma level thermal fatigue reliability, the Std. Deviation of design parameter should be controlled within 3% of average value.

자동차용 모터케이스 성형용 멀티포머의 공정개선에 관한 유한요소해석 (Finite Element Analysis on Process Improvement of the Multi-Forming for the Motor-Case of an Automobile)

  • 김형진;배원병;조종래
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 2005년도 춘계학술대회 논문집
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    • pp.467-470
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    • 2005
  • There are about 10 motors for tile actuator of the automation system in an auto-mobile recently. The performance of the motor-case is much related to the noise and the vibration of an auto-mobile Multi-Forming process is so much the better than existing deep-drawing or Multi-step forming by press by less cost, installation and staff. But there isn't the specific and general process design, so we aren't good at competition. So in the first step, I want to study about the core design for the multi-forming process. We can access by the elasto-plastic theory and the finite element method, and we use a commercial package of the Deform-2D and, Deform-3D which is based on three-dimensional elasto-plastic finite element, evaluated propriety oi the package. The evaluation of the package propriety was simulated by simple bending example. It was found the elasto-plastic theory was mostly in agreement with the simulation. We proposed that three type of section for the core and analyzed by finite element method (Deform-2D). We can get the best result with the ellipse type core. Then we apply the result of the preceding analysis to the finite element method (Deform-3D). In 3D-finite element analysis, we can get the result of 8/100mm-roundness. This result can help the improvement of the multi-forming process.

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온도 및 계절요인에 따른 포장 김치의 기체조성 변화 (Gas Composition within Kimchi Package as Influenced by Temperature and Seasonal Factor)

  • 홍석인;이명기;박완수
    • 한국식품과학회지
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    • 제32권6호
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    • pp.1326-1330
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    • 2000
  • 김치발효중 기체조성변화가 숙성정도를 감지할 수 있는지 알아보기 위하여 배추김치를 플라스틱 용기에 일정량 충진하여 밀봉한 후 저장하면서 포장내 기체조성 변화를 조사한 결과, 김치발효중 포장내 기체조성은 $CO_2$ 발생으로 인하여 계속적으로 변화하였다. 김치 발효온도와는 무관하게 $O_2$ 농도는 지수적으로 감소하고 $CO_2$ 농도는 매우 특징적인 2단계 증가양상을 나타내었다. $CO_2$ 농도는 2차 단계에서 다시 증가함에 따라 김치의 pH는 비례적으로 감소하였다. 저장 온도와 계절별 원료 배추에 따라 김치 포장내 $CO_2$ 농도변화 속도가 다르며 최종 농도에 있어서도 상당한 차이를 나타내었다. 고온에서 발효된 김치일수록 포장내 $CO_2$ 농도가 더 높은 경향을 보였고 여름배추 보다 겨울이나 봄 배추로 제조한 김치에서 포장내 $CO_2$ 농도 및 발생속도가 더 높게 나타났다. 이러한 연구결과를 바탕으로 포장내 기체조성 변화를 이용한 김치의 숙성도 감지 가능성을 확인할 수 있었다.

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패널자료를 이용한 제약산업의 연구개발투자 결정요인분석: 외국인투자자와 기관투자가를 중심으로 (Analysis of the Determinants of Research and Development in the Pharmaceutical Industry Using Panel Study Focused Foreign and Institutional Investors)

  • 이문재;최만규
    • 보건의료산업학회지
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    • 제9권3호
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    • pp.247-254
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    • 2015
  • Objectives : The aim of this study was to analyze the influence of foreign and institutional investors in the pharmaceutical industry on R&D investments. Methods : The empirical analysis was done for the years 2009 to 2013 which examined the period after the influence of the financial crisis. Financial statements and comments in general and internal transactions were extracted from the TS-2000 of the Korea Listed Company Association. STATA 12.0 was used as the statistical package for the panel analysis. Results : The results show that the shareholding ratio of foreigner investors turned out to have a statistically significant influence on R&D investment. No statistical significance was found in the shareholding ratio of institutional investors. Conclusions : The findings of this study, which indicate that a higher shareholding ratio of foreigner investors leads to greater R&D investment, indicate that foreign investors directly or indirectly impose pressure on a manager to make R&D investments for the long-term.

마그네슘 로드 휠의 유동성형 가공에 관한 연구 (A Study on Flow Forming Process of Magnesium Road Wheel)

  • 김정호;이종주;박수민;윤형석
    • 소성∙가공
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    • 제23권2호
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    • pp.116-121
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    • 2014
  • Low pressure die casting and flow forming have been successfully used to produce sound road wheels from magnesium alloy AM80. In the current study, high speed compression testing was initially conducted to simulate the flow forming of a Mg wheel. Subsequently the flow forming was simulated with "Forge$^{TM}$", an FEM software package. On the basis of flow forming simulations, the flow forming of the Mg wheel was performed under different conditions. For the flow forming experiments, the preform castings were made by low pressure die casting from AM80, a commercial magnesium alloy. In flow forming of the magnesium preform wheel, the flow forming of the Mg wheel was successfully accomplished when the feed rate was less than half that for the forming of an aluminum road wheel. The reduction in feed rate was 52%. Finally, a comparison with the flow forming simulations was made.

침처치의 24시간 심박변이도 영향에 대한 비선형 분석 (Nonlinear analysis of cardiotonic effect of acupuncture treatment on heart rate variability assessed by 24-hour Holter monitoring)

  • 오달석;이전;김종열;최선미
    • 한국한의학연구원논문집
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    • 제14권1호
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    • pp.85-89
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    • 2008
  • This study is to investigate cardiotonic effect of acupuncture on heart rate variability(HRV) analyzed by a nonlinear way(DFA, Detrended Fluctuation Analysis). It was designed as a randomized, single-blind, waiting list-controlled, cross-over study. We assessed heart rate and R-R intervals in Circadian electrocardiography with a Holter monitoring device for twelve hospitalized participants. The compatible analytical program, Zymed, was used for generating the signals of R-R intervals from 24 hour-ECG. In DFA analysis, we produced DFA alpha 1, alpha 2 parameters according to the process of Cygwin module of Linux server. We tested if there was any difference between HRV parameters using SPSS, a statistical package. There was no difference between acupuncture and no treatment group in DFA alpha 2 parameter {95% Confidence Interval (-)0.058 - 0.037, P = .565}. Two group all showed large intra-individual variations. Consequently, acupuncture treatment did not modulate the complexity of HRV in a DFA analysis. This study can be a rationale for acupuncture's properties on cardiovascular and autonomic systems.

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