• 제목/요약/키워드: Quantitative and Qualitative Regression Analysis

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중소기업의 기업경영 환경을 고려한 사이버 보안 관리 (Cyber Security Management of Small and Medium-sized Enterprises with Consideration of Business Management Environment)

  • 전용태
    • 시큐리티연구
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    • 제59호
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    • pp.9-35
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    • 2019
  • 지금까지 사이버보안에 대한 부분적인 연구는 많이 시도되었으나, 기업 내부적인 요인과 외부 요인의 관계를 총체적으로 분석한 연구는 국내뿐만 아니라 국외에서도 거의 없었다. 따라서, 본 연구에서는 중소기업의 내부 요소 뿐 아니라 기업경영 환경을 고려한 사이버보안 관리에 대하여 살펴보았다. 혼합적 연구방법론을 통하여 1차 질적 분석, 2차 양적 분석을 실시하였다. 질적 분석은 반구조적 인터뷰 방식을 통해 진행하였고 사이버보안 관리체계의 미비, 사이버보안에 대한 내부적인 비협조, 의사결정체계에 파생되는 문제점이라는 세 가지 주제를 발견하였다. 양적 분석은 설문 조사를 통해 확보한 데이터를 대상으로 다중회귀분석을 실시하였으며, 독립변수 중에 사이버위협에 대한 인식과 내부적인 지지가 종속변수인 사이버보안 관리체계에 (+)의 방향으로 영향을 미치며 통계적으로 유의미한 것으로 나타났다. 이 연구를 통해 중소기업의 사이버보안에 있어서는 외부적 환경 변수보다는 내부적인 변수가 사이버보안 관리체계에 인과적 영향이 있었으며, 이는 직원들의 인식 등 조직 문화와 관련되는 변수가 중요하다는 것을 말해준다. 이러한 결과는 중소기업에서 사이버보안 관리체계를 높이는데 실질적인 의의를 제공해 줄 것으로 기대된다.

Iodine Quantification on Spectral Detector-Based Dual-Energy CT Enterography: Correlation with Crohn's Disease Activity Index and External Validation

  • Kim, Yeon Soo;Kim, Se Hyung;Ryu, Hwa Sung;Han, Joon Koo
    • Korean Journal of Radiology
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    • 제19권6호
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    • pp.1077-1088
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    • 2018
  • Objective: To correlate CT parameters on detector-based dual-energy CT enterography (DECTE) with Crohn's disease activity index (CDAI) and externally validate quantitative CT parameters. Materials and Methods: Thirty-nine patients with CD were retrospectively enrolled. Two radiologists reviewed DECTE images by consensus for qualitative and quantitative CT features. CT attenuation and iodine concentration for the diseased bowel were also measured. Univariate statistical tests were used to evaluate whether there was a significant difference in CTE features between remission and active groups, on the basis of the CDAI score. Pearson's correlation test and multiple linear regression analyses were used to assess the correlation between quantitative CT parameters and CDAI. For external validation, an additional 33 consecutive patients were recruited. The correlation and concordance rate were calculated between real and estimated CDAI. Results: There were significant differences between remission and active groups in the bowel enhancement pattern, subjective degree of enhancement, mesenteric fat infiltration, comb sign, and obstruction (p < 0.05). Significant correlations were found between CDAI and quantitative CT parameters, including number of lesions (correlation coefficient, r = 0.573), bowel wall thickness (r = 0.477), iodine concentration (r = 0.744), and relative degree of enhancement (r = 0.541; p < 0.05). Iodine concentration remained the sole independent variable associated with CDAI in multivariate analysis (p = 0.001). The linear regression equation for CDAI (y) and iodine concentration (x) was y = 53.549x + 55.111. For validation patients, a significant correlation (r = 0.925; p < 0.001) and high concordance rate (87.9%, 29/33) were observed between real and estimated CDAIs. Conclusion: Iodine concentration, measured on detector-based DECTE, represents a convenient and reproducible biomarker to monitor disease activity in CD.

자료 통계 분석을 위한 MS 엑셀의 유용한 기능들에 관한 사례연구 (지하철 이용객 자료 분석) (A case study of MS Excel's powerful functions for statistical data analysis. (Focused on an Analysis of Variance menu))

  • 김숙영
    • 한국컴퓨터산업학회논문지
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    • 제9권5호
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    • pp.223-228
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    • 2008
  • 엑셀이 자료 통계 분석에서 매우 편리하고 유용한 도구가 될 수 있음을 보여주기 위하여 지하철 이용객 자료로 가설을 검정하는 사례 연구를 시행하였다. 양적 자료는 엑셀의 기술통계량 메뉴에 의하여, 질적 자료는 히스토그램 메뉴에 의하여 기술되었고, 변수들간의 관계성 검정은 회귀 분석 메뉴에 의하여, 차이 검정은 T검정 메뉴에 의하여, 요인 검정은 분산배치법 메뉴에 의하여 전문적인 결과를 얻을 수 있었다. 엑셀만을 이용하여 자료 입력, 관리 및 통계 분석 결과를 편리하게 수행할 수 있는 사례가 되었다.

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Reliability analysis of simply supported beam using GRNN, ELM and GPR

  • Jagan, J;Samui, Pijush;Kim, Dookie
    • Structural Engineering and Mechanics
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    • 제71권6호
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    • pp.739-749
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    • 2019
  • This article deals with the application of reliability analysis for determining the safety of simply supported beam under the uniformly distributed load. The uncertainties of the existing methods were taken into account and hence reliability analysis has been adopted. To accomplish this aim, Generalized Regression Neural Network (GRNN), Extreme Learning Machine (ELM) and Gaussian Process Regression (GPR) models are developed. Reliability analysis is the probabilistic style to determine the possibility of failure free operation of a structure. The application of probabilistic mathematics into the quantitative aspects of a structure and improve the qualitative aspects of a structure. In order to construct the GRNN, ELM and GPR models, the dataset contains Modulus of Elasticity (E), Load intensity (w) and performance function (${\delta}$) in which E and w are inputs and ${\delta}$ is the output. The achievement of the developed models was weighed by various statistical parameters; one among the most primitive parameter is Coefficient of Determination ($R^2$) which has 0.998 for training and 0.989 for testing. The GRNN outperforms the other ELM and GPR models. Other different statistical computations have been carried out, which speaks out the errors and prediction performance in order to justify the capability of the developed models.

A Study of Chinese Kung Fu Films based on the analysis of uses and Gratifications Theory

  • Huang, Xing;Lee, Jong-Yoon;Liu, Shanshan
    • International Journal of Contents
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    • 제18권1호
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    • pp.40-55
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    • 2022
  • Kung fu films stand out among many types of films and are sought after by a large number of loyal audiences. In order to explore the mystery, we use the theory of uses and gratifications theory to study kung fu films in order to explore the audience's viewing needs of kung fu films In the existing research, most scholars adopt qualitative research and Chinese culture contained in kung fu movies. Few people use quantitative research, and this area of research is almost blank. Therefore, we conducted a quantitative research on kung fu films based on the methodology of uses and gratifications. The questions revolve around: Can kung fu movies meet audiences' needs? What is the purpose of watching a kung fu movie? After analysis with SPSS, interesting results emerged. In the regression analysis, we found that the psychological need for compensation has a positive impact on Viewing satisfaction, while the social need has a significant negative impact on viewing intention. At the end of the article, we also put forward my own solutions. We also hope to provide better suggestions for the development of Chinese kung fu films through my research, so as to make kung fu films more perfect.

해외건설 전문건설기업 선정모델 개선을 위한 실증 연구 (A Empirical Research for Subcontractor Selection Model in the International Construction Project)

  • 이창준;석호찬;이상준;장우식;한승헌
    • 한국건설관리학회논문집
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    • 제17권2호
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    • pp.118-126
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    • 2016
  • 해외건설 시장은 정부와 건설기업들의 적극적인 노력에 힘입어 2015년 6월 누계 7,000억 불 수주를 돌파하는 경이로운 성장을 이루었다. 이러한 양적인 성장에도 불구하고 질적인 면에서 역량 부족, 기술력 부족 등이 대두되면서 내실화 문제가 지속적으로 제기되고 있다. 이를 극복하기 위하여 해외건설 성공요인에 대한 연구가 국내외적으로 활발히 이루어지고 있으며, 전문건설기업 선정이 핵심적인 성공요인으로써 그 중요성이 강조되고 있다. 그러나 기존 전문건설기업 선정 평가체계의 기준 미비 및 신뢰성 부족으로 인해 해외건설 시장에 진출한 국내기업의 합리적인 의사결정이 어려운 실정이다. 본 논문은 상관분석 및 다중회귀분석을 통하여 기존 사전역량평가와 사후수행평가의 문제점을 도출하였고, 세부 평가지표의 조정을 통해 개선된 평가체계를 제시하고자 한다. 제시된 평가체계는 성공적인 해외사업 수행을 위한 이상적인 전문건설기업 선정에 유용한 참고 자료로 활용 될 수 있을 것이라 기대된다.

Characteristics of Material Damage Caused by Acid Deposition in East Asia

  • Yoo, Young-Eok;Maeda, Yasuaki
    • 한국환경과학회지
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    • 제11권5호
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    • pp.445-454
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    • 2002
  • Material exposure experiments were performed to evaluate the relationship between air pollution and material corrosion rates based on collaboration with researchers in China, Japan, and Korea. Qualitative and quantitative atmospheric corrosion was estimated from damage caused to bronze, copper, steel, marble, cedar, cypress, and lacquer plates exposed to outdoor and indoor conditions in certain East Asian cities. The effects of atmospheric and meteorological factors on the damage to the copper plates and marble pieces were estimated using a regression analysis. The results indicated that sulfur dioxide produced the most destruction of the materials, especially in South Korea and China. In Japan, the copper plates were damaged as a result of natural conditions and sea salt. Copper was also found to be damaged by the surface deposition of sulfur and chlorine. Meanwhile, marble was substantially degraded by gaseous sulfur dioxide, yet sulfate ions in rain had no effect. Accordingly, the analysis of air pollution from the perspective of material damage was determined to be very useful in evaluating and substantiating the intensity of air pollution in East Asia.

인터넷 활용이 효용성 인지 및 부정적 인지에 미치는 영향 -온라인 조사업체 패널의 기혼자 집단을 중심으로- (An Effect of Internet Usage on the Awareness of Utility and Negativeness -Focusing on the On-Line Panel of Married Men and Women-)

  • 차성란
    • 대한가정학회지
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    • 제42권5호
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    • pp.107-126
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    • 2004
  • As the information society matures, an analysis on possible outputs of internet usage is needed. Thus, this study was peformed in order to understand the utility cognition and negative outputs of internet users. The method used in this study was a web-based questionnaire that was administered to the internet users. Five hundred married men and women were analyzed with a factor and a multiple regression analysis. Results were as follows: First, many kinds of internet usages - information searching, internet shopping, electronic mail, instant messaging, and decision-making dependent on internet information - were differentiated with age. Second, the altitude about the internet was an important explanatory variable in the types of internet usage. Third, negative outputs of internet usage were great in terms of information resource management and unbalanced scheduling in daily time spent. Fourth, utility cognition was affected by qualitative elements on internet usage more than the quantitative ones.

Qualitative and Quantitative Magnetic Resonance Imaging Phenotypes May Predict CDKN2A/B Homozygous Deletion Status in Isocitrate Dehydrogenase-Mutant Astrocytomas: A Multicenter Study

  • Yae Won Park;Ki Sung Park;Ji Eun Park;Sung Soo Ahn;Inho Park;Ho Sung Kim;Jong Hee Chang;Seung-Koo Lee;Se Hoon Kim
    • Korean Journal of Radiology
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    • 제24권2호
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    • pp.133-144
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    • 2023
  • Objective: Cyclin-dependent kinase inhibitor (CDKN)2A/B homozygous deletion is a key molecular marker of isocitrate dehydrogenase (IDH)-mutant astrocytomas in the 2021 World Health Organization. We aimed to investigate whether qualitative and quantitative MRI parameters can predict CDKN2A/B homozygous deletion status in IDH-mutant astrocytomas. Materials and Methods: Preoperative MRI data of 88 patients (mean age ± standard deviation, 42.0 ± 11.9 years; 40 females and 48 males) with IDH-mutant astrocytomas (76 without and 12 with CDKN2A/B homozygous deletion) from two institutions were included. A qualitative imaging assessment was performed. Mean apparent diffusion coefficient (ADC), 5th percentile of ADC, mean normalized cerebral blood volume (nCBV), and 95th percentile of nCBV were assessed via automatic tumor segmentation. Logistic regression was performed to determine the factors associated with CDKN2A/B homozygous deletion in all 88 patients and a subgroup of 47 patients with histological grades 3 and 4. The discrimination performance of the logistic regression models was evaluated using the area under the receiver operating characteristic curve (AUC). Results: In multivariable analysis of all patients, infiltrative pattern (odds ratio [OR] = 4.25, p = 0.034), maximal diameter (OR = 1.07, p = 0.013), and 95th percentile of nCBV (OR = 1.34, p = 0.049) were independent predictors of CDKN2A/B homozygous deletion. The AUC, accuracy, sensitivity, and specificity of the corresponding model were 0.83 (95% confidence interval [CI], 0.72-0.91), 90.4%, 83.3%, and 75.0%, respectively. On multivariable analysis of the subgroup with histological grades 3 and 4, infiltrative pattern (OR = 10.39, p = 0.012) and 95th percentile of nCBV (OR = 1.24, p = 0.047) were independent predictors of CDKN2A/B homozygous deletion, with an AUC accuracy, sensitivity, and specificity of the corresponding model of 0.76 (95% CI, 0.60-0.88), 87.8%, 80.0%, and 58.1%, respectively. Conclusion: The presence of an infiltrative pattern, larger maximal diameter, and higher 95th percentile of the nCBV may be useful MRI biomarkers for CDKN2A/B homozygous deletion in IDH-mutant astrocytomas.

사회적 지지가 농촌 조손가족 조모의 심리적 복지에 미치는 영향 (The Effect of the Social Support on the Psychological Well-being of Custodial Grandmothers in Rural Korea)

  • 이정화;최원규
    • 한국지역사회생활과학회지
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    • 제23권4호
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    • pp.419-439
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    • 2012
  • Family dissolution and economic difficulties of the grandchild's parents are the most prevailing reason for an increase of grandparent-headed families in rural Korea. However, there is a lack of empirical research looking at the experiences of custodial grandmothers, social support, and their psychological well-being. In this regard, this study examined the effect of social support (formal & informal) on the psychological well-being of custodial grandmothers in rural Korea. For this purpose, quantitative and qualitative research methods were conducted. Quantitative data were gathered, using structured questionnaire, from 311 grandmothers who were raising their grandchildren in rural Korea as primary care-givers. Statistical methods used for data analysis were descriptive statistics and hierarchical regression analysis with SPSS WIN 19.0 programs. Qualitative data were collected by in-depth interviews to 10 custodial grandmothers in rural area. The results of this study are as follows. First, almost half of the parents of the grandchild didn't visit and didn't call anymore. Some relatives -aunt, uncle, etc.- support the grandparent-headed family economically and emotionally. 3/4 of the grandparent-headed families were supported by the government and community. This was not small numbers, but the amount of economic support was low. Second, grandmothers in the study showed quite a high level of depression while their happiness level was relatively low. There were differences in the factors influencing the level of happiness/depression of these rural grandmothers. Overall, the study's results showed the importance of formal & informal support for psychological well-being of the custodial grandmothers in rural Korea. Policy and theoretical implications are discussed.