• Title/Summary/Keyword: R-package

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Effect of Fine Alumina Filler Addition on the Thermal Conductivity of Non-conductive Paste (NCP) for Multi Flip Chip Bonding (멀티 플립칩 본딩용 비전도성 접착제(NCP)의 열전도도에 미치는 미세 알루미나 필러의 첨가 영향)

  • Jung, Da-Hoon;Lim, Da-Eun;Lee, So-Jeong;Ko, Yong-Ho;Kim, Jun-Ki
    • Journal of the Microelectronics and Packaging Society
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    • v.24 no.2
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    • pp.11-15
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    • 2017
  • As the heat dissipation problem is increased in 3D multi flip chip packages, an improvement of thermal conductivity in bonding interfaces is required. In this study, the effect of alumina filler addition was investigated in non-conductive paste(NCP). The fine alumina filler having average particles size of 400 nm for the fine pitch interconnection was used. As the alumina filler content was increased from 0 to 60 wt%, the thermal conductivity of the cured product was increased up to 0.654 W/mK at 60 wt%. It was higher value than 0.501 W/mK which was reported for the same amount of silica. It was also found out that the addition of fine sized alumina filler resulted in the smaller decrease in thermal conductivity than the larger sized particles. The viscosity of NCP with alumina addition was increased sharply at the level of 40 wt%. It was due to the increase of the interaction between the filler particles according to the finer particle size. In order to achieve the appropriate viscosity and excellent thermal conductivity with fine alumina fillers, the highly efficient dispersion process was considered to be important.

The Effect of Government Support on Management Performance of ICT Venture Companies : Focusing on the Effectiveness of Funding and R&D Support (정부 지원이 ICT 벤처기업의 경영 성과에 미치는 영향 : 자금 및 연구개발 지원 효과를 중심으로)

  • Chung, Do-Bum;You, Hwasun
    • Journal of Technology Innovation
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    • v.29 no.3
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    • pp.63-90
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    • 2021
  • Today, venture companies are increasingly important in that they play a key role in national economic growth. However, ICT venture companies are having great difficulties in securing a sustainable competitive advantage due to rapid environmental changes, and as one of the ways to solve this problem, they rely on the government's support policy. Accordingly, this study analyzed the effect of government support on management performance of ICT venture companies. For empirical analysis, the data from the 2016 ICT venture panel survey was collected, and 687 and 538 companies were selected to analyze the effect of funding and R&D support, respectively. Then, through propensity score matching, companies that received government support and companies with similar characteristics (control group) were compared and analyzed. As a result of the analysis, it was found that funding support had a significant effect on the growth potential of ICT venture companies, and R&D support had a significant effect on the stability of ICT venture companies. This means that there is a difference in management performance of ICT venture companies depending on the type of government support. Through this study, it was possible to confirm the effect of government's policies, and various support policies for specific purposes should be pursued to foster ICT venture companies. In addition, for the continued growth of ICT venture companies in the future, it will be necessary to consider package (technology, management, commercialization, etc.) support rather than individual funding support or R&D support.

Comparison of Spatial Interpolation Processing Environments for Numerical Model Rainfall and Soil Moisture Data (수치모델 강우 및 토양수분 자료의 공간보간 처리환경의 비교)

  • Seung-Min, Lee;Sung-Won, Choi;Seung-Jae, Lee;Man-Il, Kim
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.24 no.4
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    • pp.337-345
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    • 2022
  • For data such as rainfall and soil moisture, it is important to obtain the values of all points required as geostatistical data. Spatial interpolation is generally performed in this process, and commercial software such as ArcGIS is often used. However, commercial software has fatal drawbacks due to its high expertise and cost. In this study, R, an open source-based environment with ArcGIS, a commercial software, was used to compare the differences according to the processing environment when performing spatial interpolation. The data for spatial interpolation was weather forecast data calculated through Land-Atmosphere Modeling Package (LAMP)-WRF model, and soil moisture data calculated for each cumulative rainfall scenario. There was no difference in the output value in the two environments, but there was a difference in user interface and calculation time. The results of spatial interpolation work in the test bed showed that the average time required for R was 5 hours and 1 minute, and for ArcGIS, the average time required was 4 hours and 40 minutes, respectively, showing a difference of 7.5%. The results of this study are meaningful in that researchers can derive the same results in a commercial software environment and an open source-based environment, and can choose according to the researcher's environment and level.

The analysis of oat chemical properties using visible-near infrared spectroscopy

  • Jang, Hyeon Jun;Choi, Chang Hyun;Choi, Tae Hyun;Kim, Jong Hun;Kwon, Gi Hyeon;Oh, Seung Il;Kim, Hoon;Kim, Yong Joo
    • Korean Journal of Agricultural Science
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    • v.43 no.5
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    • pp.715-722
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    • 2016
  • Rapid determination of food quality is important in food distribution. In this study, the chemical properties of oats were analyzed using visible-near infrared (VIS-NIR) spectroscopy. The objective of this study was to develop and validate a predictive model of oat quality by VIS-NIR spectroscopy. A total of 200 oat samples were collected from domestic and import markets. Reflectance spectra, moisture, protein, fat, Fe, and K of oat samples were measured. Reflectance spectra were measured in the wavelength range of 400 - 2,500 nm at 2 nm intervals. The reflectance spectrum of an oat sample was measured after sample cell and reflectance plate spectrum measurement. Preprocessing methods such as normalization and $1^{st}$ and $2^{nd}$ derivations were used to minimize the spectroscopic noise. The partial-least-square (PLS) models were developed to predict chemical properties of oats using a commercial software package, Unscrambler. The PLS models showed the possibility to predict moisture, protein, and fat content of oat samples. The coefficient of determination ($R^2$) of moisture, protein, and fat was greater than 0.89. However, it was hard to predict Fe and K concentrations due to their low concentrations in the oat samples. The coefficient of determinations of Fe and K were 0.57 and 0.77, respectively. In future studies, the stability and practicability of these models should be improved by using a high accuracy spectrophotometer and by performing calibrations with a wider range of oat chemicals.

Analysis of multi-center bladder cancer survival data using variable-selection method of multi-level frailty models (다수준 프레일티모형 변수선택법을 이용한 다기관 방광암 생존자료분석)

  • Kim, Bohyeon;Ha, Il Do;Lee, Donghwan
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.2
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    • pp.499-510
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    • 2016
  • It is very important to select relevant variables in regression models for survival analysis. In this paper, we introduce a penalized variable-selection procedure in multi-level frailty models based on the "frailtyHL" R package (Ha et al., 2012). Here, the estimation procedure of models is based on the penalized hierarchical likelihood, and three penalty functions (LASSO, SCAD and HL) are considered. The proposed methods are illustrated with multi-country/multi-center bladder cancer survival data from the EORTC in Belgium. We compare the results of three variable-selection methods and discuss their advantages and disadvantages. In particular, the results of data analysis showed that the SCAD and HL methods select well important variables than in the LASSO method.

Influence Comparison of Customer Satisfaction Factor using Quantile Regression Model (분위회귀모형을 이용한 고객만족도 요인의 영향력 비교)

  • Kim, Seong-Yoon;Kim, Yong-Tae;Lee, Sang-Jun
    • Journal of Digital Convergence
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    • v.13 no.6
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    • pp.125-132
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    • 2015
  • It is current situation that a number of issues are being raised how the weight is calculated from customer satisfaction survey. This study investigated how the weight of satisfaction for each quantile is different by comparing ordinary least square regression model to quantile regression model and carried out bootstrap verification to find the influence difference of regression coefficient for each quantile. As the analysis result of using R(Quantreg package) that is open software, it appeared that there was the influence size of satisfaction factor along study result and quantile and there was the significant difference statistically regarding regression coefficient for each quantile. So, to use quantile regression model that offers the influence of satisfaction factor for each customer group along satisfaction level would contribute to plan the quantitative convergence policy for customer satisfaction.

A Study on the Application of Topic Modeling for the Book Report Text (독후감 텍스트의 토픽모델링 적용에 관한 탐색적 연구)

  • Lee, Soo-Sang
    • Journal of Korean Library and Information Science Society
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    • v.47 no.4
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    • pp.1-18
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    • 2016
  • The purpose of this study is to explore application of topic modeling for topic analysis of book report. Topic modeling can be understood as one method of topic analysis. This analysis was conducted with texts in 23 book reports using LDA function of the "topicmodels" package provided by R. According to the result of topic modeling, 16 topics were extracted. The topic network was constructed by the relation between the topics and keywords, and the book report network was constructed by the relation between book report cases and topics. Next, Centrality analysis was conducted targeting the topic network and book report network. The result of this study is following these. First, 16 topics are shown as network which has one component. In other words, 16 topics are interrelated. Second, book report was divided into 2 groups, book reports with high centrality and book reports with low centrality. The former group has similarities with others, the latter group has differences with others in aspect of the topics of book reports. The result of topic modeling is useful to identify book reports' topics combining with network analysis.

The Relationship Between Transformational Leadership of Nurse Managers and Autonomy, Empowerment of Nurses (간호 관리자의 변혁적 리더십과 간호사의 자율성 및 임파워먼트와의 관계)

  • Ha, Na-Sun;Choi, Jung;Yoon, Young-Mi
    • Journal of Korean Academy of Nursing Administration
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    • v.8 no.2
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    • pp.249-259
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    • 2002
  • Purpose: This study was to identify the relationship between transformational leadership of nurse managers and autonomy, empowerment of nurses. Method: The subjects were 468 nurses and 19 head nurses were working at the 3 general hospitals in seoul. The data were collected from July 6 to September 14, 2001 by the structured questionnaires. For data analysis, descriptive statistics, ANOVA, Pearson correlation coefficient, and stepwise multiple regression with SAS package were used. Result: 1) 'Autonomy' and 'Empowerment' were positively related to 'Total Transformational Leadership', 'Charisma', 'intellectual stimulation', 'individual consideration'($r=.18{\sim}24$, $r=.26{\sim}36$, p<.001). 2) 'Transformational leadership' showed a significant difference according to major field of practice(F=4.47, p<.001). 3) 'Autonomy' showed a significant difference according to age, education level, total numbers of years in nursing practice, and position in present(F=3.68, 3.27, 3.13, 4.34, p<.05). 4) 'Empowerment' showed a significant difference according to age, marital status, education level, major field of practice, total numbers of years in nursing practice, and position in present(F=16.02, t=9.04, F=6.97, 1.86, 15.71, 11.38, p<.05). 5) As a result of regression analysis, the key determinants of 'autonomy' were 'Charisma' and this explained 10.61% of the total variance of it. And the key determinants of 'empowerment' were 'intellectual stimulation' and this explained 16.01% of the total variance of it.

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Genetic Study of the Class Dinophyceae Including Red Tide Microalgae Based on a Partial Sequence of SSU Region : Molecular Position of Korean Isolates of Cochlodinium polykrikoides Margalef and Gyrodinium aureolum Hulburt (SSU 부위의 유전자 염기서열 분석에 의한 한국연안에서 분리한 Cochiodinium polykrikoides Margalef와 Gyrodinium aurelum Hulburt 적조생물의 분자생물학적 연구)

  • Cho, Eun-Seob
    • Journal of Life Science
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    • v.14 no.4
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    • pp.593-607
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    • 2004
  • The nucleotide sequence for a nuclear-encoded small subunit rDNA (SSU rDNA) was determined for 43 species of the class Dinophyceae, including harmful algae Cochlodinium polykrikoides and Gyrodinium aureolum. These sequences and data analyses were performed by parsimony, distances and maximum likelihood methods in PHYLIP (Phylogenetic Inference Package) version 3.573c. The species Noctiluca scintillans, Gonyaulax spinifern and Crypthecodinium cohnii occupied a basal position within the Dino- phyceae in our analyses. The genera Alexandrium and Symbiodinium were monophyletic (supported by a bootstrap value of >70%), whereas the genera Gymnedinium and Gyrodinium formed polyphyletic nodes, for which bootstrap support was strong (>70%) in the neighbor-joining and maximum likelihood methods except for the PHYLIP parsimony analysis (=59%). The sequence divergence between G. aureolum and G. dorsum/ G. galathenum was the largest at 7.4% (45 bp), whereas G. aureolum and G. mikimotoi showed an extremely low value of genetic divergence of 0.9% (5 bp). The genetic divergence between C. polykrikoides and G. aureolum was a low value of 5.2% (31 bp). In the phylogenetic analysis, the placement of G. aureolum and C. polykrikoides was closer to the genus Gymnodinium than to the genus Gyrodinium, which was supported by a moderate bootstrap value.

우리나라 S/W 벤처기업의 경영현황

  • 한계섭;손성호
    • Proceedings of the Korea Association of Information Systems Conference
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    • 2000.11a
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    • pp.26-31
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    • 2000
  • It is said that the focus of managing venture business is currently moving from technology competition to management competition. By the way, the software venture business(SVB) has some weak points in its structural composition and itematization and no professional personnel in other several sections except technology development section. In addition, such basic functions as technology and R & D, finance and accounting, marketing required to the management of business are concentrated on only one man, its representative director. Therefore, this study aims to provide the basic data useful to the establishment of governmental policy in information and communication, to the rearing of the SVB by a local government related to the software, and to the administration of SVB by investigating the actual conditions. This study attempts to examine the literature on venture business and software industry, and its management with a questionnaire about the actual conditions of managing the SVB. The questionnaire is given to 527 local enterprises belonging to the Software Industry Association and to 171 enterprises in the Software Center. This study compromises the characteristics of the SVB, the actual conditions of its technology and R & D, finance and accounting, and marketing. The characteristics of the SVB are classified into categories such as the stage of its growth(the stage of its seed and start-up, the stage of tis development and growth, the stage of its stability and maturity) and the main business(the system integration, the software development for contract, the package software development service, the software-related service). Additionally, the study attempts to analyze positively the actual condition of its management after classified by the areas of business profile, its general management, its technology development, its finance and accounting, and its marketing The result of this study is found that the SVB has a lot of troubles in part of marketing and finance & accounting activity as well as general management. The SVB realizes the importance of the technology development rather than that of management activity including marketing activity. So we expect this study can assist the SVB to establish the business guidelines for own management plans.

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